feat: let operators compose full-code apps when the workspace grants it

Adds operator_settings.builder_apps, the second builder right, granted independently of flows because the two are not equally verifiable: a composed flow is checked in full server-side, while a full-code app is a browser-built bundle no check can read. The app right rests instead on forced sandbox isolation, a refusal of Viewer execution mode, and a deploy-time check of every runnable the app can reach. BuilderKind arrives with the second kind and is a mandatory argument, so no gate can mean "either" by accident: one that did would authorize an app write on a flows-only workspace. The only surfaces reading .any() are the ones that are genuinely not per-kind, the seat a membership costs and listing drafts. validate_operator_composed_app checks two surfaces rather than one, because they are not the same list: the policy's triggerables and the runnableByPath entries in the app value, which is what the deployed bundle actually resolves against. Every colon in a triggerable key is a possible split, since execute_component looks up "<component>:<path>" with an unrestricted component string. create_app_raw_source stays closed: it compiles caller-supplied sources with a bundler job on a worker, which is arbitrary code execution. Builders lose nothing, since the browser and the CLI both bundle locally and deploy through the multipart endpoints. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Dsf6VC4MVLisiEoeQkgbr4
feat: let operators compose flows when the workspace grants the right
2026-09-19 00:02:28 +00:00 · 2026-09-18 18:32:14 +02:00 · 2026-09-18 17:53:11 +02:00 · 2026-09-18 16:36:24 +02:00 · 2026-09-18 15:28:25 +02:00 · 2026-09-18 15:24:00 +02:00
389 changed files with 22163 additions and 7744 deletions
@@ -1,3 +1,3 @@
 {
-  ".": "1.813.0"
+  ".": "1.815.0"
 }
@@ -30,6 +30,12 @@ Open-source platform for internal tools, workflows, API integrations, background
  reaches the DB only through the API, so `Connection::Http` paths are never taken by a plain
  `cargo run`; a normal build cannot start one at all.
 - **Enterprise**: `docs/enterprise.md` — EE file conventions and PR workflow
+- **Operator write rights**: `docs/operator-write-rights.md` — which `operator_settings` flags are
+  enforced rather than cosmetic, and why a right that is granted-unless-withdrawn needs `Option`
+  fields and a jsonb merge rather than a serde default
+- **Operator builder rights**: `docs/operator-builder-rights.md` — the workspace settings that let
+  operators compose flows and full-code apps, what the composition check must cover, which
+  raw-app endpoint stays closed on purpose, and why either right costs a full seat
 - **Auth surface**: `docs/auth-surface.md` — credential precedence, session/cache invalidation
  scope, which token labels email their owner at expiry, how OAuth login matches `login_type`, and
  that every superadmin route refuses `$WM_TOKEN`. Read before designing anything that creates
@@ -1,5 +1,65 @@
 # Changelog

+## [1.815.0](https://github.com/windmill-labs/windmill/compare/v1.814.0...v1.815.0) (2026-09-18)
+
+
+### Features
+
+* add a workspace toggle that adds its admins and developers to new forks ([#11215](https://github.com/windmill-labs/windmill/issues/11215)) ([9d335de](https://github.com/windmill-labs/windmill/commit/9d335de87a4dbaa51038d55afe8d980761dcdfaf))
+* add an instance setting to refuse a token in MCP URLs ([#11162](https://github.com/windmill-labs/windmill/issues/11162)) ([37e493a](https://github.com/windmill-labs/windmill/commit/37e493ae66ed5c000ecac492d60fc0fdf4bda71f))
+* **ai-chat:** render get_run through the run tools' card ([#11204](https://github.com/windmill-labs/windmill/issues/11204)) ([6f9c4dc](https://github.com/windmill-labs/windmill/commit/6f9c4dc29455d13b0e64af05c2d6aa8bd5ff4fd6))
+* **ai-chat:** tell the chat which kind of app it is looking at ([#11208](https://github.com/windmill-labs/windmill/issues/11208)) ([c8c06d8](https://github.com/windmill-labs/windmill/commit/c8c06d8f79774abf109192e71a8b6fc37c7937ba))
+* attach files to a flow chat message ([#11185](https://github.com/windmill-labs/windmill/issues/11185)) ([c4c9677](https://github.com/windmill-labs/windmill/commit/c4c9677982b75c63d98ebf85b1904e0c341ba957))
+* **auth:** 2 h login links and a click-to-sign-in page for emailed ones ([#11203](https://github.com/windmill-labs/windmill/issues/11203)) ([5639187](https://github.com/windmill-labs/windmill/commit/5639187fec6d517a72e82df49d63d7438301127c))
+* cap user token expiration with an instance setting ([#11159](https://github.com/windmill-labs/windmill/issues/11159)) ([9320312](https://github.com/windmill-labs/windmill/commit/9320312eac56f944c4d31504601293ab4e816ccc))
+* flow chat job-backed detail, smooth streaming and answer chrome ([#11186](https://github.com/windmill-labs/windmill/issues/11186)) ([e2a91ca](https://github.com/windmill-labs/windmill/commit/e2a91ca2b141a0bee64ddfafe3cbf3ff86b6fb35))
+* put a data table's connection under Postgres roles ([#11020](https://github.com/windmill-labs/windmill/issues/11020)) ([0e807fb](https://github.com/windmill-labs/windmill/commit/0e807fb1dd80d7536ec144cd49445abc7961e504))
+* render an AI agent result as its answer, not as raw JSON ([#11051](https://github.com/windmill-labs/windmill/issues/11051)) ([a089928](https://github.com/windmill-labs/windmill/commit/a08992834d45d0211336f4fc32c3421646ca47c5))
+* support $flow_expr[...] dynamic tags on flow steps ([#11170](https://github.com/windmill-labs/windmill/issues/11170)) ([48f0025](https://github.com/windmill-labs/windmill/commit/48f00259c5e7361d3553dbcb809461e1cde96f8f))
+
+
+### Bug Fixes
+
+* **frontend:** inline only the package version, not the whole package.json ([#11191](https://github.com/windmill-labs/windmill/issues/11191)) ([813e486](https://github.com/windmill-labs/windmill/commit/813e486e166ac6215364817a7732b66f8dc1d463))
+* keep instance groups when editing auto-invite ([#11217](https://github.com/windmill-labs/windmill/issues/11217)) ([df61dea](https://github.com/windmill-labs/windmill/commit/df61dea5fa8b18d1e0044dc0db6702b053d5119f))
+* key the large root font size on screen width, not window width ([#11216](https://github.com/windmill-labs/windmill/issues/11216)) ([3b4e13d](https://github.com/windmill-labs/windmill/commit/3b4e13d1c564c6195e30b55b0671f7533e3ce408))
+* re-encrypt git sync secrets on workspace key rotation ([#11218](https://github.com/windmill-labs/windmill/issues/11218)) ([f0d66a4](https://github.com/windmill-labs/windmill/commit/f0d66a42eba27502767423af0c08b2ca1f16e8df))
+* re-point cloned fork identities that name nobody in the fork ([#11161](https://github.com/windmill-labs/windmill/issues/11161)) ([9690c44](https://github.com/windmill-labs/windmill/commit/9690c4462cf264a5577b87d07d465b5442b4e09d))
+* register the job token with the sensitive log masking system ([#10943](https://github.com/windmill-labs/windmill/issues/10943)) ([53afecd](https://github.com/windmill-labs/windmill/commit/53afecd4588247bc1812d3e68a30db1f3c3b2724))
+* show the New menu's description panel only on hover ([#11199](https://github.com/windmill-labs/windmill/issues/11199)) ([ecd0a6c](https://github.com/windmill-labs/windmill/commit/ecd0a6c77bc3a057b8072dbb0aca731e8bd3d882))
+* stop picker listing a draft twice when drafts share a friendly path ([#11214](https://github.com/windmill-labs/windmill/issues/11214)) ([72507d5](https://github.com/windmill-labs/windmill/commit/72507d52a021de8101794ee8f4a3392be1ba20c7))
+
+
+### Performance Improvements
+
+* count completed jobs on the v2_job_completed index with a timeout ([#11211](https://github.com/windmill-labs/windmill/issues/11211)) ([d1a2536](https://github.com/windmill-labs/windmill/commit/d1a25360b070994a31fb033707dbfde1fb553939))
+
+## [1.814.0](https://github.com/windmill-labs/windmill/compare/v1.813.0...v1.814.0) (2026-09-17)
+
+
+### Features
+
+* **ai-chat:** add list_workers and list_data_metrics global tools ([#11143](https://github.com/windmill-labs/windmill/issues/11143)) ([e954d33](https://github.com/windmill-labs/windmill/commit/e954d33613e4ff5027667eb8f646615d9bbd499d))
+* **ai-chat:** merge get_job_logs and get_flow_run_details into get_run ([#11172](https://github.com/windmill-labs/windmill/issues/11172)) ([5bb37ca](https://github.com/windmill-labs/windmill/commit/5bb37ca3388666fba72c55534e37f37bb3e9299e))
+* allow git sync auto-pull, promotion and PRs on Pro licenses ([#11173](https://github.com/windmill-labs/windmill/issues/11173)) ([02e47de](https://github.com/windmill-labs/windmill/commit/02e47de8b4c4f3f54753aabf8c67bc8e71ffb957))
+* badge chat-input flows on the home list ([#11164](https://github.com/windmill-labs/windmill/issues/11164)) ([3d08197](https://github.com/windmill-labs/windmill/commit/3d0819718221f885b61e73d02b43dcc853c7d02a))
+* collect flow conversations and agent memory once their last message goes ([#11178](https://github.com/windmill-labs/windmill/issues/11178)) ([23c24a9](https://github.com/windmill-labs/windmill/commit/23c24a9688d4c8c462f53221334d538280f16bca))
+* flow chat model picker on a shared model-settings component ([#11187](https://github.com/windmill-labs/windmill/issues/11187)) ([189793c](https://github.com/windmill-labs/windmill/commit/189793c2e4db7f1c853695ebcc895c1ec82ed19f))
+* keep flow inputs and seed the agent when chat mode is enabled ([#11177](https://github.com/windmill-labs/windmill/issues/11177)) ([68f2248](https://github.com/windmill-labs/windmill/commit/68f2248018fc218a090bf939e1eb22ff97d5bc22))
+* let plan mode search and read connected mcp servers ([#11205](https://github.com/windmill-labs/windmill/issues/11205)) ([5371519](https://github.com/windmill-labs/windmill/commit/5371519f0f5ce7750982dcdb374dca72115902e7))
+* let test_run_flow name the conversation of a chat-mode test run ([#11198](https://github.com/windmill-labs/windmill/issues/11198)) ([6e1ef93](https://github.com/windmill-labs/windmill/commit/6e1ef93f329cb396ffc3df3304d592e8fa0e0e71))
+* managed memory with an inherited or custom memory id per step ([#11118](https://github.com/windmill-labs/windmill/issues/11118)) ([c297ed0](https://github.com/windmill-labs/windmill/commit/c297ed0052d998fb8f063faa2a36c6eb03e327be))
+* render the flow chat through the shared session chat components ([#11175](https://github.com/windmill-labs/windmill/issues/11175)) ([a9ec0ae](https://github.com/windmill-labs/windmill/commit/a9ec0aec3ac0c6b0f7919d0eb2168816923826d7))
+* show flow step detail inside the graph tab on narrow detail layouts ([#11168](https://github.com/windmill-labs/windmill/issues/11168)) ([64dffe6](https://github.com/windmill-labs/windmill/commit/64dffe6106ad6a55b61a423c855a4b5b0cef533e))
+* store mcp tool call, result and reasoning on flow conversation rows ([#11176](https://github.com/windmill-labs/windmill/issues/11176)) ([a571117](https://github.com/windmill-labs/windmill/commit/a571117f3fd2cef14c920770645c60ee358fdfdd))
+* tell test flow conversations from deployed ones and rename a chat ([#11179](https://github.com/windmill-labs/windmill/issues/11179)) ([4eab995](https://github.com/windmill-labs/windmill/commit/4eab995cf7cf091a5e4640da4cb77e0921bb7fdf))
+
+
+### Bug Fixes
+
+* disable a schedule whose cron has no run left instead of panicking ([#11195](https://github.com/windmill-labs/windmill/issues/11195)) ([381d447](https://github.com/windmill-labs/windmill/commit/381d4470ef699ea82283742132e56556b95d2bd2))
+* skip expiry notifications for app embed and SDK tokens ([#11169](https://github.com/windmill-labs/windmill/issues/11169)) ([9d348f8](https://github.com/windmill-labs/windmill/commit/9d348f84c7830f36b6153472556fd70e3d84cd24))
+
 ## [1.813.0](https://github.com/windmill-labs/windmill/compare/v1.812.0...v1.813.0) (2026-09-16)


@@ -175,6 +175,10 @@ the decrypted value, exactly as against a real backend. The chat's read path pas
 Seed a recognizable secret (the existing fixture uses `sk_live_do_not_leak_me`) and
 assert it via `valueExcludes` to catch a leak.

+`toolExpect.toolCallArgs` entries support `sharedByAtLeast: <n>`: at least `n` recorded
+calls to that tool must carry the same non-blank string in the field. Use it for calls that
+have to share an identifier, like two test runs of one chat conversation.
+
 `toolExpect.toolCallArgs` entries additionally support `fieldMustBeAbsent: true`: no
 recorded call to that tool may pass the field at all (an explicit `null` counts as
 passing it). Use it for partial-update tools, where supplying a field the model could
@@ -1,5 +1,5 @@
-import { randomUUID } from 'node:crypto'
 import type { BackendValidationSettings } from '../../core/backendValidation'
+import { buildWorkspaceId } from './workspaceId'

 interface CompletedJobResultMaybe {
 	completed: boolean
@@ -24,7 +24,6 @@ export interface CompletedPreviewJob {
 const tokenCache = new Map<string, Promise<string>>()
 const sharedWorkspaceQueue = new Map<string, Promise<void>>()
 const managedSharedWorkspacePrefixes = ['f/evals/']
-const DEFAULT_WORKSPACE_PREFIX = 'ai-evals'

 export class BackendPreviewClient {
 	constructor(private readonly settings: BackendValidationSettings) {}
@@ -441,16 +440,6 @@ async function withSharedWorkspaceLock<T>(workspaceId: string, body: () => Promi
 	}
 }

-function buildWorkspaceId(caseId: string, attempt: number): string {
-	const caseSlug = caseId
-		.toLowerCase()
-		.replace(/[^a-z0-9-]+/g, '-')
-		.replace(/^-+|-+$/g, '')
-		.slice(0, 30)
-	const suffix = randomUUID().slice(0, 8)
-	return `${DEFAULT_WORKSPACE_PREFIX}-${caseSlug || 'case'}-a${attempt}-${suffix}`
-}
-
 function extractFolderName(path: string): string | null {
 	if (!path.startsWith('f/')) {
 		return null
@@ -11,6 +11,7 @@ import type {
 	Script
 } from '../../../frontend/src/lib/gen'
 import type {
+	DataMetric,
 	DataTableTables,
 	DataTableTableSchema,
 	EndpointTool,
@@ -48,12 +49,16 @@ export interface BenchmarkWorkspaceFlow {
 export interface BenchmarkWorkspaceApp {
 	path: string
 	summary: string
+	/** Defaults to true. Set false for a drag-and-drop app, which the chat can list
+	 * and read but has no tool to edit — its value is a grid, not files. */
+	rawApp?: boolean
 	value: {
-		files: Record<string, string>
-		runnables: Record<string, unknown>
+		files?: Record<string, string>
+		runnables?: Record<string, unknown>
 		data?: unknown
 		policy?: unknown
 		custom_path?: unknown
+		[key: string]: unknown
 	}
 }

@@ -112,6 +117,9 @@ export interface BenchmarkWorkspaceRunnables {
 	aiProviders?: BenchmarkWorkspaceAiProvider[]
 	resources?: BenchmarkWorkspaceResource[]
 	datatables?: BenchmarkDatatableSeed[]
+	/** DuckLake catalog names, as `list_ducklakes` reports them. */
+	ducklakes?: string[]
+	dataMetrics?: DataMetric[]
 	jobs?: BenchmarkWorkspaceJob[]
 }

@@ -673,6 +681,27 @@ export function listBenchmarkDatatables(workspace: string): DataTableTables[] |
 	}))
 }

+// ============= DuckLake catalogs and declared metrics =============
+
+/** Seeded DuckLake names, or `null` for a non-benchmark workspace. */
+export function listBenchmarkDucklakes(workspace: string): string[] | null {
+	const runnables = benchmarkWorkspaceRunnables.get(workspace)
+	return runnables ? (runnables.ducklakes ?? []) : null
+}
+
+/**
+ * Seeded metric declarations, or `null` for a non-benchmark workspace.
+ *
+ * The `table` / `path_prefix` filters are ignored: which rows a filter selects is
+ * `canonical_table_path`'s business and is pinned by `ducklakeTools.test.ts`.
+ * Re-deriving it here would give the eval its own copy of that spec to drift from,
+ * and the case this serves measures whether the model reaches for the tool at all.
+ */
+export function listBenchmarkDataMetrics(workspace: string): DataMetric[] | null {
+	const runnables = benchmarkWorkspaceRunnables.get(workspace)
+	return runnables ? (runnables.dataMetrics ?? []) : null
+}
+
 export function getBenchmarkDatatableSchema(input: {
 	workspace: string
 	datatableName: string
@@ -840,6 +869,29 @@ export function runBenchmarkFlowByPath(input: {
 	})
 }

+/**
+ * Mirror `JobService.runFlowPreview` for benchmark workspaces, including the server's
+ * refusal of a chat-enabled flow run that names no conversation (`memory_id`).
+ */
+export function runBenchmarkFlowPreview(input: {
+	workspace: string
+	memoryId?: string
+	requestBody?: { path?: string; value?: { chat_input_enabled?: boolean }; args?: unknown }
+}): string {
+	if (input.requestBody?.value?.chat_input_enabled && !input.memoryId) {
+		throw new Error('Bad request: memory_id is required for chat-enabled flows')
+	}
+	const args = (input.requestBody?.args ?? {}) as Record<string, unknown>
+	return createBenchmarkCompletedJob({
+		workspace: input.workspace,
+		jobKind: 'flowpreview',
+		success: true,
+		args,
+		result: { path: input.requestBody?.path, args, mocked: true },
+		logs: 'Mock benchmark flow preview completed successfully.'
+	})
+}
+
 export function previewBenchmarkSchedule(input: {
 	requestBody?: Record<string, unknown>
 }): Record<string, unknown> {
@@ -946,7 +998,7 @@ function buildBenchmarkListableApp(app: BenchmarkWorkspaceApp): ListableApp {
 		extra_perms: {},
 		edited_at: BENCHMARK_TIMESTAMP,
 		execution_mode: 'viewer',
-		raw_app: true
+		raw_app: app.rawApp ?? true
 	}
 }

@@ -964,7 +1016,7 @@ function buildBenchmarkApp(app: BenchmarkWorkspaceApp): AppWithLastVersion {
 		execution_mode: 'viewer',
 		extra_perms: {},
 		custom_path: app.value.custom_path as string | undefined,
-		raw_app: true
+		raw_app: app.rawApp ?? true
 	}
 }

@@ -76,7 +76,9 @@ vi.mock('$lib/gen', async () => {
 		listBenchmarkPlainResources,
 		listBenchmarkApps,
 		listBenchmarkDatatables,
+		listBenchmarkDataMetrics,
 		listBenchmarkDrafts,
+		listBenchmarkDucklakes,
 		listBenchmarkFlows,
 		listBenchmarkJobs,
 		listBenchmarkScripts,
@@ -87,6 +89,7 @@ vi.mock('$lib/gen', async () => {
 		previewBenchmarkSchedule,
 		runBenchmarkDatatableSql,
 		runBenchmarkFlowByPath,
+		runBenchmarkFlowPreview,
 		runBenchmarkScriptByPath,
 		runBenchmarkScriptPreview,
 		updateBenchmarkDraft,
@@ -293,6 +296,14 @@ vi.mock('$lib/gen', async () => {
 							args: data.requestBody
 						})
 					: actual.JobService.runScriptByPath(data),
+			runFlowPreview: async (data: {
+				workspace: string
+				memoryId?: string
+				requestBody?: { path?: string; value?: { chat_input_enabled?: boolean }; args?: unknown }
+			}) =>
+				hasBenchmarkWorkspace(data.workspace)
+					? runBenchmarkFlowPreview(data)
+					: actual.JobService.runFlowPreview(data as any),
 			runFlowByPath: async (data: {
 				workspace: string
 				path: string
@@ -341,6 +352,10 @@ vi.mock('$lib/gen', async () => {
 				hasBenchmarkWorkspace(data.workspace)
 					? (listBenchmarkDatatables(data.workspace) ?? [])
 					: actual.WorkspaceService.listDataTableTables(data),
+			listDucklakes: async (data: { workspace: string }) =>
+				hasBenchmarkWorkspace(data.workspace)
+					? (listBenchmarkDucklakes(data.workspace) ?? [])
+					: actual.WorkspaceService.listDucklakes(data),
 			getDataTableTableSchema: async (data: {
 				workspace: string
 				datatableName: string
@@ -356,6 +371,12 @@ vi.mock('$lib/gen', async () => {
 						})
 					: actual.WorkspaceService.getDataTableTableSchema(data)
 		}),
+		DataMetricService: wrapService(actual.DataMetricService, {
+			listDataMetrics: async (data: { workspace: string }) =>
+				hasBenchmarkWorkspace(data.workspace)
+					? { metrics: listBenchmarkDataMetrics(data.workspace) ?? [] }
+					: actual.DataMetricService.listDataMetrics(data)
+		}),
 		ScheduleService: wrapService(actual.ScheduleService, {
 			existsSchedule: async (data: { workspace: string; path: string }) =>
 				hasBenchmarkWorkspace(data.workspace) ? false : actual.ScheduleService.existsSchedule(data),
@@ -1,9 +1,8 @@
-import { randomUUID } from "node:crypto";
 import type { WindmillBackendSettings } from "../../core/windmillBackendSettings";
+import { buildWorkspaceId } from "./workspaceId";

 const tokenCache = new Map<string, Promise<string>>();
 const sharedWorkspaceQueue = new Map<string, Promise<void>>();
-const DEFAULT_WORKSPACE_PREFIX = "ai-evals";

 export class WindmillBackendClient {
  constructor(private readonly settings: WindmillBackendSettings) {}
@@ -179,16 +178,6 @@ async function withSharedWorkspaceLock<T>(
  }
 }

-function buildWorkspaceId(caseId: string, attempt: number): string {
-  const caseSlug = caseId
-    .toLowerCase()
-    .replace(/[^a-z0-9-]+/g, "-")
-    .replace(/^-+|-+$/g, "")
-    .slice(0, 30);
-  const suffix = randomUUID().slice(0, 8);
-  return `${DEFAULT_WORKSPACE_PREFIX}-${caseSlug || "case"}-a${attempt}-${suffix}`;
-}
-
 async function expectOk(response: Response, context: string): Promise<void> {
  if (response.ok) {
    return;
@@ -0,0 +1,21 @@
+import { describe, expect, it } from "bun:test";
+import { buildWorkspaceId } from "./workspaceId";
+
+describe("buildWorkspaceId", () => {
+  // `workspace.proper_id` rejects `--`, which a case id can carry itself and
+  // which truncating a slug on a hyphen produces once the suffix adds its own.
+  // One id per shape: cut landing on a hyphen, cut landing mid-word, no cut, and
+  // a doubled hyphen no cut ever reaches.
+  it("stays within the id length cap and the proper_id format", () => {
+    for (const caseId of [
+      "global-test6-secret-variable-draft",
+      "global-test23-datatable-query-select",
+      "short",
+      "global--test-foo",
+    ]) {
+      const id = buildWorkspaceId(caseId, 1);
+      expect(id.length).toBeLessThanOrEqual(50);
+      expect(id).toMatch(/^\w+(-\w+)*$/);
+    }
+  });
+});
@@ -0,0 +1,22 @@
+import { randomUUID } from "node:crypto";
+
+const DEFAULT_WORKSPACE_PREFIX = "ai-evals";
+
+// A workspace id must be at most 50 characters AND match `^\w+(-\w+)*$`
+// (`workspace.proper_id`), so the case slug yields to the random suffix that
+// makes the id unique, and no hyphen may end up doubled — neither one already in
+// the case id nor one a truncation leaves for the suffix to follow.
+const MAX_WORKSPACE_ID_LENGTH = 50;
+
+export function buildWorkspaceId(caseId: string, attempt: number): string {
+  const caseSlug = caseId
+    .toLowerCase()
+    .replace(/[^a-z0-9-]+/g, "-")
+    .replace(/-{2,}/g, "-")
+    .replace(/^-+|-+$/g, "");
+  const suffix = `-a${attempt}-${randomUUID().slice(0, 8)}`;
+  const head = `${DEFAULT_WORKSPACE_PREFIX}-${caseSlug || "case"}`;
+  return `${head
+    .slice(0, MAX_WORKSPACE_ID_LENGTH - suffix.length)
+    .replace(/-+$/, "")}${suffix}`;
+}
@@ -1919,10 +1919,11 @@
    - when the lookup fails, tells the user instead of inventing table names
    - does not write scripts or resources to answer a read-only question

-# --- API catalog (search_api_endpoints / call_api_get / call_api_endpoint) ---
-# The harness serves the catalog and the executed calls itself (mock
-# listMcpTools + benchmark fetch handlers in adapters/frontend), so these cases
-# do not require an mcp-enabled eval backend.
+# --- Dedicated tools preferred over the API catalog ---
+# The harness serves worker/queue reads itself (benchmark fetch handlers in
+# adapters/frontend), so these cases do not require an mcp-enabled eval backend.
+# The stale `api-catalog` in the id below is kept so results stay comparable
+# across benchmark runs.

 - id: global-test30-api-catalog-workers
  prompt: |-
@@ -1934,23 +1935,42 @@
    draftCountExactly: 0
  toolExpect:
    requiredToolsUsed:
-      - search_api_endpoints
-      - call_api_get
+      - list_workers
    forbiddenToolsUsed:
+      - call_api_get
      - call_api_endpoint
      - write_script
      - deploy_workspace_item
-    toolCallArgs:
-      - tool: call_api_get
-        field: name
-        stringIncludesAnyOf:
-          - listWorkers
  # Read-only workspace inspection produces no draft; validate via tool use.
  skipJudge: true
  judgeChecklist:
-    - discovers the workers endpoint through the API catalog instead of guessing or fabricating
+    - reads worker state through list_workers instead of guessing or fabricating
    - reports worker status from the returned data

+- id: global-test37-ducklake-declared-measure
+  prompt: |-
+    We track orders in the main ducklake. Write me a duckdb script that reports total
+    revenue by month. Keep it as a draft, don't deploy it.
+  initial: ai_evals/fixtures/frontend/global/initial/ducklake_orders_metrics.json
+  runtime:
+    maxTurns: 8
+  validate:
+    draftCountExactly: 1
+  toolExpect:
+    requiredToolsUsed:
+      - list_data_metrics
+    forbiddenToolsUsed:
+      - deploy_workspace_item
+      - delete_workspace_item
+  # The judge runs: the point is not that the tool was called but that the number it
+  # describes is the declared one. `revenue` excludes test rows, so an aggregate that
+  # reproduces it without the filter is plausible, runnable and wrong.
+  judgeChecklist:
+    - totals revenue with the declared sum over the amount column rather than an invented aggregate over a guessed column
+    - excludes test orders from the total, as the declared revenue measure does
+    - groups by month using the declared order_month expression over order_date
+    - does not introduce column names absent from the declarations
+
 - id: global-test31-draft-test-run-not-deployed
  prompt: |-
    Update `f/evals/global/format_greeting` so the provided name is uppercased in the greeting, then run it with name "ada" to check it works.
@@ -2140,6 +2160,32 @@
    - creates an AI draft of f/evals/global/process_invoice applying 8% tax
    - does not deploy or save the draft

+- id: global-test38-chat-flow-follow-up-same-conversation
+  prompt: |-
+    I want to check that my support chat flow `f/evals/global/support_chat` remembers what was said.
+    Test it: first send "My name is Ada", then send "What is my name?" as a follow-up in the same chat.
+  initial: ai_evals/fixtures/frontend/global/initial/support_chat_flow.json
+  runtime:
+    maxTurns: 8
+  validate:
+    draftCountExactly: 0
+  toolExpect:
+    requiredToolsUsed:
+      - test_run_flow
+    # A chat flow's memory lives in its conversation, so a follow-up only reaches the first
+    # turn's history when both test runs name the same conversation.
+    toolCallArgs:
+      - tool: test_run_flow
+        field: memory_id
+        sharedByAtLeast: 2
+    forbiddenToolsUsed:
+      - run_flow
+      - deploy_workspace_item
+  # The judge cannot observe runs; what this case guards is the conversation the runs share.
+  skipJudge: true
+  judgeChecklist:
+    - test-runs the chat flow twice, the second message as a follow-up in the first run's conversation
+
 - id: global-undo-created-draft
  prompt: |-
    Create a draft Postgres resource at `u/admin/scratch_db` for host db.example.com port 5432, database `orders`, user `app`, and tell me what fields it ended up with.
@@ -2565,3 +2611,40 @@
  judgeChecklist:
    - runs the existing script rather than rewriting it
    - passes the GitHub resource as the bare string $res:f/evals/global/github_main
+
+- id: global-drag-and-drop-app-not-editable
+  prompt: |-
+    Add a refresh button to the ops console app, and the same to the sales board app.
+  initial: ai_evals/fixtures/frontend/global/initial/apps_code_and_drag_and_drop.json
+  runtime:
+    maxTurns: 12
+  validate:
+    # One request, two apps, only one of them editable: the code app must come back with a
+    # draft and the drag-and-drop one must not. Refusing both, or editing both, fails here —
+    # which is what makes this a test of the distinction rather than of caution.
+    draftCountExactly: 1
+    requiredDrafts:
+      - type: app
+        path: f/evals/global/ops_console
+    forbiddenDrafts:
+      - type: app
+        path: f/evals/global/sales_board
+  toolExpect:
+    # Deliberately not constraining write_app_file/patch_app_file by argument: an entry there
+    # fails when its tool was never called, so naming both would fail on whichever the model
+    # did not pick. The draft assertions above cover the same ground, tool-agnostically.
+    forbiddenToolsUsed:
+      - init_app
+      - deploy_workspace_item
+      - delete_app_file
+      - delete_app_runnable
+  assistantExpect:
+    # A refusal leaves no draft for the judge to read, so the explanation is checked here.
+    # Only the app kind: substring tests cannot see paraphrase, and every wording of "I can't
+    # edit it" defeats a fixed list.
+    requiredMentionsAnyOf:
+      - - drag-and-drop
+        - drag and drop
+        - low-code
+        - no-code
+  skipJudge: true
@@ -182,6 +182,13 @@ export interface ToolCallArgumentRule {
   * the point is that the model filled it in at all rather than what it said.
   */
  nonEmpty?: boolean;
+  /**
+   * Existential over calls: at least this many recorded calls to `tool` carry the
+   * same non-blank string in `field`. Use when calls have to share an identifier —
+   * e.g. test runs that continue one conversation — while a retry with a rejected
+   * value in between is still acceptable.
+   */
+  sharedByAtLeast?: number;
  /**
   * Universal over calls: no recorded call to `tool` may pass `field` at all.
   * For partial-update tools, where supplying a field the model could not have
@@ -396,6 +396,32 @@ describe("validateToolExpectations", () => {
    expect(nonEmptyCheck?.details).toContain("blank on 1 of 2");
  });

+  it("requires sharedByAtLeast calls to carry one value, not merely a value each", () => {
+    const run = (ids: (string | undefined)[]) =>
+      validateToolExpectations({
+        run: {
+          success: true,
+          actual: {},
+          assistantMessageCount: 1,
+          toolCallCount: ids.length,
+          toolsUsed: ["test_run_flow"],
+          toolCallDetails: ids.map((memory_id) => ({
+            name: "test_run_flow",
+            arguments: { path: "f/chat", memory_id },
+          })),
+          skillsInvoked: [],
+        },
+        toolExpect: {
+          toolCallArgs: [{ tool: "test_run_flow", field: "memory_id", sharedByAtLeast: 2 }],
+        },
+      }).find((c) => c.name.includes("is shared by at least 2 calls"))?.passed;
+
+    expect(run(["a", "b"])).toBe(false);
+    expect(run(["a"])).toBe(false);
+    expect(run([undefined, undefined])).toBe(false);
+    expect(run(["rejected", "a", "a"])).toBe(true);
+  });
+
  it("passes nonEmpty when every call filled the field", () => {
    const checks = validateToolExpectations({
      run: {
@@ -320,6 +320,23 @@ export function validateToolExpectations(input: {
      );
    }

+    if (rule.sharedByAtLeast !== undefined) {
+      const counts = new Map<string, number>();
+      for (const value of values) {
+        if (typeof value === "string" && value.trim().length > 0) {
+          counts.set(value, (counts.get(value) ?? 0) + 1);
+        }
+      }
+      const mostShared = Math.max(0, ...counts.values());
+      checks.push(
+        check(
+          `${rule.tool}.${rule.field} is shared by at least ${rule.sharedByAtLeast} calls`,
+          mostShared >= rule.sharedByAtLeast,
+          `most calls sharing one value: ${mostShared}; values: ${summarizeToolValues(values)}`
+        )
+      );
+    }
+
    if (rule.fieldMustBeAbsent) {
      // Anything other than `undefined` was supplied — an explicit `null` is the
      // model passing the field, not omitting it.
@@ -0,0 +1,30 @@
+{
+  "user": {
+    "username": "admin",
+    "is_admin": true,
+    "folders": ["evals"],
+    "folders_read": ["evals"]
+  },
+  "workspace": {
+    "apps": [
+      {
+        "path": "f/evals/global/sales_board",
+        "summary": "Sales board",
+        "rawApp": false,
+        "value": {
+          "grid": []
+        }
+      },
+      {
+        "path": "f/evals/global/ops_console",
+        "summary": "Ops console",
+        "value": {
+          "files": {
+            "/App.tsx": "export default function App() {\n\treturn <div>Ops console</div>\n}\n"
+          },
+          "runnables": {}
+        }
+      }
+    ]
+  }
+}
@@ -0,0 +1,36 @@
+{
+  "workspace": {
+    "ducklakes": ["main"],
+    "dataMetrics": [
+      {
+        "script_path": "f/analytics/orders_pipeline",
+        "table_path": "main/main.orders",
+        "kind": "measure",
+        "name": "revenue",
+        "expr": "sum(amount)",
+        "filter": "not is_test"
+      },
+      {
+        "script_path": "f/analytics/orders_pipeline",
+        "table_path": "main/main.orders",
+        "kind": "measure",
+        "name": "order_count",
+        "expr": "count(*)"
+      },
+      {
+        "script_path": "f/analytics/orders_pipeline",
+        "table_path": "main/main.orders",
+        "kind": "dimension",
+        "name": "order_month",
+        "expr": "date_trunc('month', order_date)"
+      },
+      {
+        "script_path": "f/analytics/orders_pipeline",
+        "table_path": "main/main.orders",
+        "kind": "dimension",
+        "name": "region",
+        "expr": "region"
+      }
+    ]
+  }
+}
@@ -0,0 +1,59 @@
+{
+  "workspace": {
+    "flows": [
+      {
+        "path": "f/evals/global/support_chat",
+        "summary": "Support chat",
+        "description": "Answers customer questions in a chat, remembering earlier messages.",
+        "schema": {
+          "$schema": "https://json-schema.org/draft/2020-12/schema",
+          "type": "object",
+          "properties": {
+            "user_message": {
+              "type": "string",
+              "description": "Message from user"
+            }
+          },
+          "required": ["user_message"]
+        },
+        "value": {
+          "chat_input_enabled": true,
+          "modules": [
+            {
+              "id": "assistant",
+              "summary": "Support assistant",
+              "value": {
+                "type": "aiagent",
+                "tools": [],
+                "input_transforms": {
+                  "provider": {
+                    "type": "static",
+                    "value": {
+                      "kind": "anthropic",
+                      "model": "claude-haiku-4-5-20251001",
+                      "resource": "$res:f/evals/ai/anthropic"
+                    }
+                  },
+                  "user_message": {
+                    "type": "javascript",
+                    "expr": "flow_input.user_message"
+                  },
+                  "system_prompt": {
+                    "type": "static",
+                    "value": "You are a friendly support assistant. Keep answers short."
+                  },
+                  "memory": {
+                    "type": "static",
+                    "value": { "kind": "auto", "context_length": 10 }
+                  },
+                  "streaming": { "type": "static", "value": true },
+                  "output_type": { "type": "static", "value": "text" }
+                }
+              }
+            }
+          ]
+        }
+      }
+    ]
+  }
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT 1 AS one FROM workspace_settings WHERE workspace_id = $1 FOR UPDATE",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "one",
+        "type_info": "Int4"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "06abbf945bee93349ff88f64906b96ea1e853ef202510281427cfa9beeff81b3"
+}
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings ws\n           SET datatable = (\n               SELECT jsonb_set(ws.datatable, '{datatables}', jsonb_object_agg(\n                   dt.key,\n                   CASE WHEN dt.value->'reference'->>'workspace_id' = $1\n                             AND dt.value->'reference'->>'datatable' = $2\n                       THEN jsonb_set(dt.value, '{reference,datatable}', to_jsonb($3::text))\n                       ELSE dt.value END\n               ))\n               FROM jsonb_each(ws.datatable->'datatables') dt\n           )\n           WHERE EXISTS (\n               SELECT 1 FROM jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) d\n               WHERE d.value->'reference'->>'workspace_id' = $1\n                 AND d.value->'reference'->>'datatable' = $2\n           )",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "06ce02cd7ce2f5a57355153edb573c242f9ba758db66e9a5e16f30e3e1494201"
+}
@@ -0,0 +1,34 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT COALESCE((operator_settings->>'builder_flows')::boolean, false) AS \"flows!\",\n                COALESCE((operator_settings->>'manage_schedules')::boolean, true) AS \"schedules!\",\n                COALESCE((operator_settings->>'manage_triggers')::boolean, true) AS \"triggers!\"\n         FROM workspace_settings WHERE workspace_id = $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "flows!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 1,
+        "name": "schedules!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 2,
+        "name": "triggers!",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      null,
+      null,
+      null
+    ]
+  },
+  "hash": "094a07eaa5714ec739786717f110ea539e84c33de23476e042a4a1a7cb529dac"
+}
@@ -0,0 +1,29 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT permissioned_as, permissioned_as_email FROM v2_job\n                 WHERE id = $1 AND workspace_id = $2",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "permissioned_as",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "permissioned_as_email",
+        "type_info": "Varchar"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Uuid",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      false
+    ]
+  },
+  "hash": "0d10e0fa5cf4033c7d93c9ed56be8209046007917f44da954eccf2188e5bff1f"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "INSERT INTO flow_conversation_message (conversation_id, message_type, content, job_id, step_name, success)\n         VALUES ($1, $2, $3, $4, $5, $6)",
+  "query": "INSERT INTO flow_conversation_message (conversation_id, message_type, content, job_id, step_name, success, tool_arguments, tool_result, reasoning, attachments)\n         VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10)",
  "describe": {
    "columns": [],
    "parameters": {
@@ -21,10 +21,14 @@
        "Text",
        "Uuid",
        "Varchar",
-        "Bool"
+        "Bool",
+        "Text",
+        "Text",
+        "Text",
+        "Jsonb"
      ]
    },
    "nullable": []
  },
-  "hash": "b1a9a433e577133869c067b2ce383fc6ce4e9df307feb5fd3edc0d1276d61ff1"
+  "hash": "12329c3359a7944ab5fa3aa27ddca1b26f340ccf574b9fa07641fe88b2d2987c"
 }
@@ -1,15 +0,0 @@
-{
-  "db_name": "PostgreSQL",
-  "query": "INSERT INTO workspace_settings (workspace_id, slack_team_id, slack_name, slack_command_script, slack_email, customer_id, plan, webhook, ai_config, large_file_storage, git_sync, default_app, default_scripts, deploy_ui, mute_critical_alerts, color, operator_settings, teams_command_script, teams_team_id, teams_team_name, git_app_installations, git_credentials, ducklake, dbt_warehouses, slack_oauth_client_id, slack_oauth_client_secret, datatable, teams_team_guid, auto_invite, error_handler, success_handler, public_app_execution_limit_per_minute, error_handler_fallback_to_instance_alerts, guest_access_enabled, guest_jwt_public_key, guest_jwt_jwks_url) SELECT $1, slack_team_id, slack_name, slack_command_script, slack_email, customer_id, plan, webhook, ai_config, large_file_storage, git_sync, default_app, default_scripts, deploy_ui, mute_critical_alerts, color, operator_settings, teams_command_script, teams_team_id, teams_team_name, git_app_installations, git_credentials, ducklake, dbt_warehouses, slack_oauth_client_id, slack_oauth_client_secret, datatable, teams_team_guid, auto_invite, error_handler, success_handler, public_app_execution_limit_per_minute, error_handler_fallback_to_instance_alerts, guest_access_enabled, guest_jwt_public_key, guest_jwt_jwks_url FROM workspace_settings WHERE workspace_id = $2",
-  "describe": {
-    "columns": [],
-    "parameters": {
-      "Left": [
-        "Varchar",
-        "Text"
-      ]
-    },
-    "nullable": []
-  },
-  "hash": "1d8ccd32266637d7f7915f92a8483dce0c9986f3847227c2f66daa84d4109d7d"
-}
@@ -0,0 +1,40 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT COALESCE((operator_settings->>'builder_flows')::boolean, false) AS \"flows!\",\n                COALESCE((operator_settings->>'builder_apps')::boolean, false) AS \"apps!\",\n                COALESCE((operator_settings->>'manage_schedules')::boolean, true) AS \"schedules!\",\n                COALESCE((operator_settings->>'manage_triggers')::boolean, true) AS \"triggers!\"\n         FROM workspace_settings WHERE workspace_id = $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "flows!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 1,
+        "name": "apps!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 2,
+        "name": "schedules!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 3,
+        "name": "triggers!",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      null,
+      null,
+      null,
+      null
+    ]
+  },
+  "hash": "1fd3d5e8918143c6e4828b092c5d7d376555217b037d7694efa5ceffc4980f80"
+}
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings ws\n           SET datatable = (\n               SELECT jsonb_set(ws.datatable, '{datatables}', jsonb_object_agg(\n                   dt.key,\n                   CASE WHEN dt.value->'reference'->>'workspace_id' = $2\n                       THEN jsonb_set(dt.value, '{reference,workspace_id}', to_jsonb($1::text))\n                       ELSE dt.value END\n               ))\n               FROM jsonb_each(ws.datatable->'datatables') dt\n           )\n           WHERE jsonb_typeof(ws.datatable->'datatables') = 'object'\n             AND ws.datatable::text LIKE '%\"reference\"%'",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "297c7a40dfce729d44aa37bc7c65560517bd25e40c0752a00467829191e2eb98"
+}
@@ -0,0 +1,24 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT EXISTS(SELECT 1 FROM script WHERE workspace_id = $1 AND path = $2 AND hash = $3)",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "exists",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Int8"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "298e0e30afdc973c517a9b4ea99f5dd1616a62c6ecbaaea312c686038d21e6fd"
+}
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE capture_config SET server_id = NULL, last_server_ping = NULL\n             WHERE workspace_id = $1 AND trigger_kind = 'postgres'\n               AND (trigger_config->>'postgres_resource_path' = $2\n                    OR trigger_config->>'postgres_resource_path' LIKE $3)",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "2a391cc1bfcd2f75b46144a394c01237e09c3060da88170f1f6e06468309d213"
+}
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "INSERT INTO usr (workspace_id, username, email, is_admin, created_at, operator, disabled, role, is_service_account, added_via)\n         SELECT $1, username, email, is_admin, created_at, operator, disabled, role, is_service_account,\n                CASE WHEN $3 THEN NULL ELSE added_via END\n         FROM usr WHERE workspace_id = $2\n           AND (NOT $3 OR (NOT operator AND NOT disabled AND NOT is_service_account))\n         ON CONFLICT DO NOTHING",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Varchar",
+        "Text",
+        "Bool"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "2d6b117324eaf076a0ed06d2cb0ce73279957d6a39fdc6b1ecb6e0a1e02f921f"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT add_admins_and_developers_to_forks FROM workspace_settings WHERE workspace_id = $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "add_admins_and_developers_to_forks",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      false
+    ]
+  },
+  "hash": "2f39fce0ee700117f3e4c066e0b56ee979e4c392970278304e80368b770bb7b4"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT EXISTS (SELECT 1 FROM pg_roles WHERE rolname = $1)",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "exists",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Name"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "334dbcd48fb59c96c62c2705ab2d1ce716cd52417f487cc1a8dd376017b2db7d"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "UPDATE token SET label = $1\n           WHERE email = $2 AND token_prefix = $3\n             AND (label IS NULL OR (\n                 label <> 'session'\n                 AND label <> 'guest_session'\n                 AND lower(label) NOT LIKE 'ephemeral%'\n                 AND label <> 'debugger-token'\n                 AND label NOT LIKE 'mcp-oauth-%'\n                 AND NOT starts_with(label, 'embed_app:')\n                 AND NOT starts_with(label, 'sdk_app:')\n                 AND NOT starts_with(label, 'impersonation:')\n             ))\n           RETURNING token_prefix",
+  "query": "UPDATE token SET label = $1\n           WHERE email = $2 AND token_prefix = $3\n             AND (label IS NULL OR (\n                 label <> 'session'\n                 AND label <> 'guest_session'\n                 AND lower(label) NOT LIKE 'ephemeral%'\n                 AND label <> 'debugger-token'\n                 AND label NOT LIKE 'mcp-oauth-%'\n                 AND NOT starts_with(label, 'embed_app:')\n                 AND NOT starts_with(label, 'sdk_app:')\n                 AND NOT starts_with(label, 'impersonation:')\n                 AND NOT starts_with(label, 'cli-login:')\n             ))\n           RETURNING token_prefix",
  "describe": {
    "columns": [
      {
@@ -20,5 +20,5 @@
      false
    ]
  },
-  "hash": "d631a26e5531589ff37e677f91a4f1d9f850e3e46c17130dd580426cda7a9f65"
+  "hash": "383c80239525d9c4ee90e2f5cb6e46c8a0983c52ad15db083f84a9e344dc4c99"
 }
@@ -0,0 +1,23 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT EXISTS(SELECT 1 FROM flow WHERE workspace_id = $1 AND path = $2)",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "exists",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "3dccc8e745f4a0973541088f66172e74af6828c1ab52cf7a6fd10b305deade85"
+}
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings\n         SET operator_settings = COALESCE(operator_settings, '{}'::jsonb) || $1\n         WHERE workspace_id = $2",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Jsonb",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "4515bdeded3b40abbdcc554c9562cce3225d2b66dc9fe23b1fa59cfaa120cd30"
+}
@@ -0,0 +1,28 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT COALESCE((operator_settings->>'manage_schedules')::boolean, true) AS \"schedules!\",\n                COALESCE((operator_settings->>'manage_triggers')::boolean, true) AS \"triggers!\"\n         FROM workspace_settings WHERE workspace_id = $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "schedules!",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 1,
+        "name": "triggers!",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      null,
+      null
+    ]
+  },
+  "hash": "457575e0858db5747964d4b2a69d3506774e50f871963da9697c7035def2aedd"
+}
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE postgres_trigger SET server_id = NULL, last_server_ping = NULL\n         WHERE workspace_id = $1\n           AND (postgres_resource_path = $2 OR postgres_resource_path LIKE $3)",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "4692810d2be817bbb5de9b476d68d695941bd4fb5ccef393e4da522ed479d601"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "SELECT id, workspace_id, flow_path, title, created_at, updated_at, created_by\n         FROM flow_conversation\n         WHERE id = $1 AND workspace_id = $2",
+  "query": "SELECT id, workspace_id, flow_path, title, created_at, updated_at, created_by, is_test\n         FROM flow_conversation\n         WHERE id = $1 AND workspace_id = $2",
  "describe": {
    "columns": [
      {
@@ -37,6 +37,11 @@
        "ordinal": 6,
        "name": "created_by",
        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 7,
+        "name": "is_test",
+        "type_info": "Bool"
      }
    ],
    "parameters": {
@@ -52,8 +57,9 @@
      true,
      false,
      false,
+      false,
      false
    ]
  },
-  "hash": "c383cc023714b361d10c10e8fef1fc148ab1da942951ee9ffdddaecee76a6be9"
+  "hash": "48c8522a4fed219c5011f4ba63c81cfe028a8b2a32bd790840cef65c452a8c31"
 }
@@ -0,0 +1,23 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT EXISTS(SELECT 1 FROM script WHERE workspace_id = $1 AND path = $2)",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "exists",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "4bc47050c74a02ab3169c3165898b2af07e995de71564d867b171f97f719fbde"
+}
@@ -0,0 +1,38 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "WITH all_audit AS (SELECT username, operation, timestamp FROM audit_partitioned UNION ALL SELECT username, operation, timestamp FROM audit),\n        active_users as (SELECT distinct username as email FROM all_audit WHERE timestamp > NOW() - INTERVAL '1 month' AND (operation = 'users.login' OR operation = 'oauth.login' OR operation = 'users.token.refresh')),\n        active_authors as (SELECT distinct t.email FROM usr t LEFT JOIN workspace_settings ws ON ws.workspace_id = t.workspace_id WHERE NOT (t.operator AND NOT COALESCE((ws.operator_settings->>'builder_flows')::boolean, false)) AND t.email IN (SELECT email FROM active_users)),\n        active_authors_agg as (SELECT array_agg(email) as authors FROM active_authors),\n        active_ops_agg as (SELECT array_agg(email) as operators from active_users WHERE email NOT IN (SELECT email FROM active_authors))\n        SELECT active_authors_agg.authors, active_ops_agg.operators, array_length(active_authors_agg.authors, 1) as author_count, array_length(active_ops_agg.operators, 1) as operator_count FROM active_authors_agg, active_ops_agg",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "authors",
+        "type_info": "VarcharArray"
+      },
+      {
+        "ordinal": 1,
+        "name": "operators",
+        "type_info": "VarcharArray"
+      },
+      {
+        "ordinal": 2,
+        "name": "author_count",
+        "type_info": "Int4"
+      },
+      {
+        "ordinal": 3,
+        "name": "operator_count",
+        "type_info": "Int4"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      null,
+      null,
+      null,
+      null
+    ]
+  },
+  "hash": "4c5ca111c2ebee9733025cbe74d94a903d509d23b202982e39cbed4cb60108ef"
+}
@@ -0,0 +1,29 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT ws.workspace_id AS \"workspace_id!\", dt.key AS \"datatable!\"\n           FROM workspace_settings ws\n           CROSS JOIN LATERAL jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) dt\n           WHERE dt.value->'reference'->>'workspace_id' = $1\n             AND dt.value->'reference'->>'datatable' = $2",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "workspace_id!",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "datatable!",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      null
+    ]
+  },
+  "hash": "5048e21546f9710697100100e1255ab103979433bc386d7c89d0e30db12bfd57"
+}
@@ -0,0 +1,29 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT ws.workspace_id AS \"workspace_id!\", dt.key AS \"datatable!\"\n               FROM workspace_settings ws\n               CROSS JOIN LATERAL jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) dt\n               WHERE dt.value->'reference'->>'workspace_id' = $1\n                 AND dt.value->'reference'->>'datatable' = $2",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "workspace_id!",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "datatable!",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      null
+    ]
+  },
+  "hash": "538dd1779874e4003932d7f17750239c625f85e25b3364bf2edf566f518c8ee2"
+}
@@ -0,0 +1,23 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT username FROM usr WHERE workspace_id = $1 AND email = $2 AND disabled = false",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "username",
+        "type_info": "Varchar"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false
+    ]
+  },
+  "hash": "58e5cfe9eb87bda9f7de87c403861b6e7b9d35a41594681e2a92a87359e6a018"
+}
@@ -0,0 +1,24 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE flow_conversation SET title = $1, updated_at = updated_at\n         WHERE id = $2 AND workspace_id = $3\n         RETURNING id",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "id",
+        "type_info": "Uuid"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Varchar",
+        "Uuid",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false
+    ]
+  },
+  "hash": "5b9c9eb64051f291fed4be9bc0b0cc0aef2e7bde732899976eddac36a2da7658"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "\n        UPDATE workspace_settings\n        SET\n            ai_config = source_ws.ai_config,\n            large_file_storage = source_ws.large_file_storage,\n            ducklake = source_ws.ducklake,\n            dbt_warehouses = source_ws.dbt_warehouses,\n            datatable = source_ws.datatable,\n            git_app_installations = source_ws.git_app_installations\n        FROM workspace_settings source_ws\n        WHERE source_ws.workspace_id = $1\n        AND workspace_settings.workspace_id = $2\n        ",
+  "query": "\n        UPDATE workspace_settings\n        SET\n            ai_config = source_ws.ai_config,\n            large_file_storage = source_ws.large_file_storage,\n            ducklake = source_ws.ducklake,\n            dbt_warehouses = source_ws.dbt_warehouses,\n            datatable = source_ws.datatable,\n            git_app_installations = source_ws.git_app_installations,\n            add_admins_and_developers_to_forks = source_ws.add_admins_and_developers_to_forks\n        FROM workspace_settings source_ws\n        WHERE source_ws.workspace_id = $1\n        AND workspace_settings.workspace_id = $2\n        ",
  "describe": {
    "columns": [],
    "parameters": {
@@ -11,5 +11,5 @@
    },
    "nullable": []
  },
-  "hash": "a6decdebcd9750691f20f874b66a9c6f2ede08c33605c6a3c3dfc213a3eda76a"
+  "hash": "5ccfbd0f345b9b86ca356008def6cc1011a49fc8d8ad046ac572e81cf8938995"
 }
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "DELETE FROM token_expiry_notification n\n         USING token t\n         WHERE n.token_hash = t.token_hash\n           AND n.expiration > now()\n           AND n.expiration <= now() + interval '7 days'\n         RETURNING t.token_prefix, t.label, t.email, t.workspace_id",
+  "query": "DELETE FROM token_expiry_notification n\n         USING token t\n         WHERE n.token_hash = t.token_hash\n           AND n.expiration > now()\n           AND n.expiration <= now() + make_interval(days => $1)\n         RETURNING t.token_prefix, t.label, t.email, t.workspace_id",
  "describe": {
    "columns": [
      {
@@ -25,7 +25,9 @@
      }
    ],
    "parameters": {
-      "Left": []
+      "Left": [
+        "Int4"
+      ]
    },
    "nullable": [
      false,
@@ -34,5 +36,5 @@
      true
    ]
  },
-  "hash": "94fd0a57cfc9341b2e9deae60506c6c06aa6934b87200da14231f12f65149cd3"
+  "hash": "6c57c46c5a0462f379ed6a22ae97e363009177fdc45d795447a920f455f193cc"
 }
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "INSERT INTO flow_conversation (id, workspace_id, flow_path, created_by, title)\n         VALUES ($1, $2, $3, $4, $5)\n         ON CONFLICT (id) DO NOTHING\n         RETURNING id, workspace_id, flow_path, title, created_at, updated_at, created_by",
+  "query": "INSERT INTO flow_conversation (id, workspace_id, flow_path, created_by, title, is_test)\n         VALUES ($1, $2, $3, $4, $5, $6)\n         ON CONFLICT (id) DO NOTHING\n         RETURNING id, workspace_id, flow_path, title, created_at, updated_at, created_by, is_test",
  "describe": {
    "columns": [
      {
@@ -37,6 +37,11 @@
        "ordinal": 6,
        "name": "created_by",
        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 7,
+        "name": "is_test",
+        "type_info": "Bool"
      }
    ],
    "parameters": {
@@ -45,7 +50,8 @@
        "Varchar",
        "Varchar",
        "Varchar",
-        "Varchar"
+        "Varchar",
+        "Bool"
      ]
    },
    "nullable": [
@@ -55,8 +61,9 @@
      true,
      false,
      false,
+      false,
      false
    ]
  },
-  "hash": "c1e3ed3ecc3bcb98f60ba8196d33fee4a74f61b061e5025ecb75882208b3ba8f"
+  "hash": "6d259b8cce5da5fecefe4ce322789b6b2cc43b51f2056c677d58f39c31fb26cb"
 }
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "INSERT INTO global_settings (name, value) VALUES ($1, $2)\n         ON CONFLICT (name) DO UPDATE SET value = $2",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Varchar",
+        "Jsonb"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "6f9fb5d72f486358fa25d6887bd69b93910e028f140c07048f2c1c8d63ee6909"
+}
@@ -0,0 +1,38 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT id, name, enabled, pwd FROM datatable_role",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "id",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "name",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 2,
+        "name": "enabled",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 3,
+        "name": "pwd",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      false,
+      false,
+      false,
+      true
+    ]
+  },
+  "hash": "71ee2cb6661cca1fa4d8874a7f6d368347c59f36fd87df6dc7996152ccb84af0"
+}
@@ -0,0 +1,23 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT EXISTS(SELECT 1 FROM usr WHERE email = $1 AND is_service_account IS true\n            AND ($2::varchar IS NULL OR workspace_id = $2))",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "exists",
+        "type_info": "Bool"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Varchar"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "75e6b5cd52d63ac094c90abd1524bc7a919692a96b076b8aaf24d812723531c8"
+}
@@ -0,0 +1,29 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "\n        SELECT ws.workspace_id AS \"workspace_id!\", dt.key AS \"datatable!\"\n        FROM workspace_settings ws\n        JOIN workspace w ON w.id = ws.workspace_id AND w.deleted = false\n        CROSS JOIN LATERAL jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) dt\n        WHERE ws.workspace_id <> $1\n          AND dt.value->'database'->>'resource_type' = 'instance'\n          AND dt.value->'database'->>'resource_path' = $2\n        ORDER BY ws.workspace_id, dt.key\n        ",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "workspace_id!",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "datatable!",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      null
+    ]
+  },
+  "hash": "79799b5a2e499df6c28e286c42b9ad2db940c2455ab19cc95e5198baf96d5629"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "SELECT workspace.id, workspace.name, usr.username, workspace_settings.color, workspace.parent_workspace_id,\n                workspace.is_dev_workspace, workspace.dev_workspace_label,\n                workspace.owner AS \"created_by?\",\n                CASE WHEN usr.operator THEN workspace_settings.operator_settings ELSE NULL END as operator_settings,\n                usr.disabled\n         FROM workspace\n         JOIN usr ON usr.workspace_id = workspace.id\n         JOIN workspace_settings ON workspace_settings.workspace_id = workspace.id\n         WHERE usr.email = $1 AND workspace.deleted = false",
+  "query": "SELECT workspace.id, workspace.name, usr.username, workspace_settings.color, workspace.parent_workspace_id,\n                workspace.is_dev_workspace, workspace.dev_workspace_label,\n                workspace.owner AS \"created_by?\",\n                CASE WHEN usr.operator THEN workspace_settings.operator_settings ELSE NULL END as operator_settings,\n                usr.disabled, usr.is_service_account\n         FROM workspace\n         JOIN usr ON usr.workspace_id = workspace.id\n         JOIN workspace_settings ON workspace_settings.workspace_id = workspace.id\n         WHERE usr.email = $1 AND workspace.deleted = false",
  "describe": {
    "columns": [
      {
@@ -52,6 +52,11 @@
        "ordinal": 9,
        "name": "disabled",
        "type_info": "Bool"
+      },
+      {
+        "ordinal": 10,
+        "name": "is_service_account",
+        "type_info": "Bool"
      }
    ],
    "parameters": {
@@ -69,8 +74,9 @@
      true,
      false,
      null,
+      false,
      false
    ]
  },
-  "hash": "88a134e4ca82d5ce0334977c7713021ae3e99a5a61ea1c944c1df1368746dfa5"
+  "hash": "7b33adb5cf051bc123340982b97a80a96ee43e1c91d9907d50cc2ee14111623e"
 }
@@ -0,0 +1,17 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "INSERT INTO datatable_role (id, name, enabled, pwd) VALUES ($1, $2, $3, $4)",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Varchar",
+        "Varchar",
+        "Bool",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "86af9d51a158ea5cb6161461ecddf2a63695f8cbf8af648da5a0a77a5b9d02ba"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "\n        SELECT\n            workspace_id,\n            slack_team_id,\n            teams_team_id,\n            teams_team_name,\n            teams_team_guid,\n            slack_name,\n            slack_command_script,\n            teams_command_script,\n            slack_email,\n            slack_oauth_client_id,\n            slack_oauth_client_secret,\n            customer_id,\n            plan,\n            webhook,\n            ai_config,\n            dbt_warehouses,\n            large_file_storage,\n            datatable,\n            ducklake,\n            git_sync,\n            deploy_ui,\n            default_app,\n            default_scripts,\n            mute_critical_alerts,\n            color,\n            operator_settings,\n            git_app_installations,\n            auto_invite,\n            error_handler,\n            success_handler,\n            public_app_execution_limit_per_minute,\n            error_handler_fallback_to_instance_alerts,\n            guest_access_enabled,\n            guest_jwt_public_key,\n            guest_jwt_jwks_url\n        FROM\n            workspace_settings\n        WHERE\n            workspace_id = $1\n        ",
+  "query": "\n        SELECT\n            workspace_id,\n            slack_team_id,\n            teams_team_id,\n            teams_team_name,\n            teams_team_guid,\n            slack_name,\n            slack_command_script,\n            teams_command_script,\n            slack_email,\n            slack_oauth_client_id,\n            slack_oauth_client_secret,\n            customer_id,\n            plan,\n            webhook,\n            ai_config,\n            dbt_warehouses,\n            large_file_storage,\n            datatable,\n            ducklake,\n            git_sync,\n            deploy_ui,\n            default_app,\n            default_scripts,\n            mute_critical_alerts,\n            color,\n            operator_settings,\n            git_app_installations,\n            auto_invite,\n            error_handler,\n            success_handler,\n            public_app_execution_limit_per_minute,\n            error_handler_fallback_to_instance_alerts,\n            guest_access_enabled,\n            guest_jwt_public_key,\n            guest_jwt_jwks_url,\n            add_admins_and_developers_to_forks\n        FROM\n            workspace_settings\n        WHERE\n            workspace_id = $1\n        ",
  "describe": {
    "columns": [
      {
@@ -177,6 +177,11 @@
        "ordinal": 34,
        "name": "guest_jwt_jwks_url",
        "type_info": "Text"
+      },
+      {
+        "ordinal": 35,
+        "name": "add_admins_and_developers_to_forks",
+        "type_info": "Bool"
      }
    ],
    "parameters": {
@@ -219,8 +224,9 @@
      false,
      false,
      true,
-      true
+      true,
+      false
    ]
  },
-  "hash": "dc4a57df3becc610f631ef22c116450390addbfae85fecc61c991d94167e6e99"
+  "hash": "8ebe054b41793f1a7b85f1f8d29cd21d12fa1207b58bfc46249c250cdcdb5363"
 }
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "\n        SELECT\n            j.args as \"args: Json<HashMap<String, Box<RawValue>>>\",\n            js.flow_status as \"flow_status: Json<windmill_common::flow_status::FlowStatus>\"\n        FROM v2_job_status js\n        INNER JOIN v2_job j ON j.id = js.id\n        WHERE js.id = $1\n        ",
+  "query": "\n        SELECT\n            j.args as \"args: Json<HashMap<String, Box<RawValue>>>\",\n            js.flow_status as \"flow_status: Json<windmill_common::flow_status::FlowStatus>\",\n            j.runnable_path\n        FROM v2_job_status js\n        INNER JOIN v2_job j ON j.id = js.id\n        WHERE js.id = $1\n        ",
  "describe": {
    "columns": [
      {
@@ -12,6 +12,11 @@
        "ordinal": 1,
        "name": "flow_status: Json<windmill_common::flow_status::FlowStatus>",
        "type_info": "Jsonb"
+      },
+      {
+        "ordinal": 2,
+        "name": "runnable_path",
+        "type_info": "Varchar"
      }
    ],
    "parameters": {
@@ -20,9 +25,10 @@
      ]
    },
    "nullable": [
+      true,
      true,
      true
    ]
  },
-  "hash": "dd89d652154748d6d7e625e31778f6885d0ee62d29a4b8894a4b459dd215a103"
+  "hash": "9008f9abb70a9a07e38acb20bea6a710d0efd77dac4aedeb88d72240e816530b"
 }
@@ -1,15 +1,15 @@
 {
  "db_name": "PostgreSQL",
-  "query": "UPDATE workspace_settings SET auto_invite = $1 WHERE workspace_id = $2",
+  "query": "INSERT INTO global_settings (name, value) VALUES ($1, $2)\n         ON CONFLICT (name) DO UPDATE SET value = $2, updated_at = now()",
  "describe": {
    "columns": [],
    "parameters": {
      "Left": [
-        "Jsonb",
-        "Text"
+        "Varchar",
+        "Jsonb"
      ]
    },
    "nullable": []
  },
-  "hash": "255ba68caa78d0e814ea817693a319f769907025f9c7d1150d45e8ecb1bff4ab"
+  "hash": "975e404ac3a6258bb8220e122e3de094c7ab23330fdbc74d6e4ad472ddd3c820"
 }
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings SET add_admins_and_developers_to_forks = $1 WHERE workspace_id = $2",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Bool",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "9bd1995747f0073b3a866d1238e78f7e6dfa9185056f7731547ff05b8176b271"
+}
@@ -0,0 +1,20 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT pg_advisory_xact_lock(hashtext('datatable_role_catalog'))",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "pg_advisory_xact_lock",
+        "type_info": "Void"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "9f663180166f53d117e794f3f3a5723a0a43db163ecca7d5a63d4e74ab1d3be1"
+}
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings SET auto_invite = (COALESCE(auto_invite, '{}'::jsonb) - 'domain') || $1::jsonb WHERE workspace_id = $2",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Jsonb",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "a1bcf143135ecb9f32709a56a353d3246dc238920c3e155caa9cf767246fa6fb"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "SELECT id, conversation_id, message_type as \"message_type: MessageType\", content, job_id, created_at, created_seq, step_name, success\n             FROM flow_conversation_message\n             WHERE conversation_id = $1\n               AND created_seq > $2\n             ORDER BY created_seq ASC\n             LIMIT $3\n             ",
+  "query": "SELECT id, conversation_id, message_type as \"message_type: MessageType\", content, job_id, created_at, created_seq, step_name, success, tool_arguments, tool_result, reasoning, attachments\n             FROM (\n                SELECT id, conversation_id, message_type, content, job_id, created_at, created_seq, step_name, success, tool_arguments, tool_result, reasoning, attachments\n                FROM flow_conversation_message\n                WHERE conversation_id = $1\n                ORDER BY created_seq DESC\n                LIMIT $2 OFFSET $3\n             ) AS messages\n             ORDER BY created_seq ASC\n             ",
  "describe": {
    "columns": [
      {
@@ -58,6 +58,26 @@
        "ordinal": 8,
        "name": "success",
        "type_info": "Bool"
+      },
+      {
+        "ordinal": 9,
+        "name": "tool_arguments",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 10,
+        "name": "tool_result",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 11,
+        "name": "reasoning",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 12,
+        "name": "attachments",
+        "type_info": "Jsonb"
      }
    ],
    "parameters": {
@@ -76,8 +96,12 @@
      false,
      false,
      true,
-      false
+      false,
+      true,
+      true,
+      true,
+      true
    ]
  },
-  "hash": "e8802be9203c1e88a06e337260ccca029380139f89a01a89033e36a6ed9ac082"
+  "hash": "a4a823f70b3dbe6aaf4a61c98345e94c5042fd5e6351fea139a66ecb1fb812ab"
 }
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE capture_config SET server_id = NULL, last_server_ping = NULL\n         WHERE workspace_id = $1 AND trigger_kind = 'postgres'\n           AND (trigger_config->>'postgres_resource_path' = $2\n                OR trigger_config->>'postgres_resource_path' LIKE $3)",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "a57de2bb0442a5ee8a607cd63cfcf675de175796184f620cb4b09670c8b0b19f"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT ws.datatable->'datatables' FROM workspace_settings ws\n             WHERE ws.workspace_id = $1 FOR UPDATE",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "?column?",
+        "type_info": "Jsonb"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "b42af37fb474bea4c5419b0a46d9eadfe384013ab970ccf9c5effd1c78321b7c"
+}
@@ -0,0 +1,20 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT jsonb_object_keys(value->'databases') FROM global_settings\n         WHERE name = 'custom_instance_pg_databases'",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "jsonb_object_keys",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "b9842d2d8abf382bd82d8fa1de012373638be391f884f81dc387ffc465badac6"
+}
@@ -1,15 +0,0 @@
-{
-  "db_name": "PostgreSQL",
-  "query": "INSERT INTO usr (workspace_id, username, email, is_admin, created_at, operator, disabled, role, is_service_account, added_via)\n         SELECT $1, username, email, is_admin, created_at, operator, disabled, role, is_service_account, added_via\n         FROM usr WHERE workspace_id = $2\n         ON CONFLICT DO NOTHING",
-  "describe": {
-    "columns": [],
-    "parameters": {
-      "Left": [
-        "Varchar",
-        "Text"
-      ]
-    },
-    "nullable": []
-  },
-  "hash": "b98844926ff127c528ed3e7bc63bf1ebed0192be267983e8fbd18f79997e6142"
-}
@@ -0,0 +1,28 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "DELETE FROM usr WHERE email = $1 RETURNING username, workspace_id",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "username",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "workspace_id",
+        "type_info": "Varchar"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      false
+    ]
+  },
+  "hash": "c1d026c886799dabc39ce73e1fe09ccb175c7271df75d67aa9c72ad6f825a992"
+}
@@ -0,0 +1,28 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT ws.workspace_id AS \"workspace_id!\", dt.key AS \"datatable!\"\n           FROM workspace_settings ws\n           CROSS JOIN LATERAL jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) dt\n           WHERE dt.value->'reference'->>'workspace_id' = $1\n           ORDER BY ws.workspace_id, dt.key",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "workspace_id!",
+        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 1,
+        "name": "datatable!",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      false,
+      null
+    ]
+  },
+  "hash": "c5451ea9d9fa5146af242d1ee8c19ebd65b80e7ed9f29b9fb2e03767c2aa94ba"
+}
@@ -0,0 +1,14 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "DELETE FROM datatable_role WHERE id = $1",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "c85d362fe2e652d4ac01a35bf470e80b993020a2ff5dcb5849dc570d52798587"
+}
@@ -0,0 +1,24 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT dt.key AS \"datatable!\"\n           FROM workspace_settings ws\n           CROSS JOIN LATERAL jsonb_each(COALESCE(ws.datatable->'datatables', '{}'::jsonb)) dt\n           WHERE ws.workspace_id = $1\n             AND dt.key <> $2\n             AND NOT dt.value ? 'permissions'\n             AND dt.value->'database'->>'resource_type' = 'instance'\n             AND dt.value->'database'->>'resource_path' = $3\n           ORDER BY dt.key",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "datatable!",
+        "type_info": "Text"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "d48ca62c86b1af7a9dd2450c1c28dc45020a2a553d8874c49f9eafedea5a9d40"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT datatable FROM workspace_settings WHERE workspace_id = $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "datatable",
+        "type_info": "Jsonb"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      true
+    ]
+  },
+  "hash": "d5fb5dde6300862f978739a3d9249fc2b3e7697c0da7d3195398933d3d81aadf"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "SELECT id, conversation_id, message_type as \"message_type: MessageType\", content, job_id, created_at, created_seq, step_name, success\n             FROM (\n                SELECT id, conversation_id, message_type, content, job_id, created_at, created_seq, step_name, success\n                FROM flow_conversation_message\n                WHERE conversation_id = $1\n                ORDER BY created_seq DESC\n                LIMIT $2 OFFSET $3\n             ) AS messages\n             ORDER BY created_seq ASC\n             ",
+  "query": "SELECT id, conversation_id, message_type as \"message_type: MessageType\", content, job_id, created_at, created_seq, step_name, success, tool_arguments, tool_result, reasoning, attachments\n             FROM flow_conversation_message\n             WHERE conversation_id = $1\n               AND created_seq > $2\n             ORDER BY created_seq ASC\n             LIMIT $3\n             ",
  "describe": {
    "columns": [
      {
@@ -58,6 +58,26 @@
        "ordinal": 8,
        "name": "success",
        "type_info": "Bool"
+      },
+      {
+        "ordinal": 9,
+        "name": "tool_arguments",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 10,
+        "name": "tool_result",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 11,
+        "name": "reasoning",
+        "type_info": "Text"
+      },
+      {
+        "ordinal": 12,
+        "name": "attachments",
+        "type_info": "Jsonb"
      }
    ],
    "parameters": {
@@ -76,8 +96,12 @@
      false,
      false,
      true,
-      false
+      false,
+      true,
+      true,
+      true,
+      true
    ]
  },
-  "hash": "1c3473a0f9f6b6148b2c975f9f05bdefedf8a51c4e6ddf0eca367b9cc778d051"
+  "hash": "d6fa78c43b6c5f8040d7bccb29ad8627be1dac6fbe0097735a52f47c173f51c9"
 }
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings ws\n               SET datatable = (\n                   SELECT jsonb_set(ws.datatable, '{datatables}', jsonb_object_agg(\n                       dt.key,\n                       CASE WHEN dt.value->'reference'->>'workspace_id' = $1\n                                 AND dt.value->'reference'->>'datatable' = $2\n                           THEN jsonb_set(dt.value, '{reference,datatable}', to_jsonb($3::text))\n                           ELSE dt.value END\n                   ))\n                   FROM jsonb_each(ws.datatable->'datatables') dt\n               )\n               WHERE jsonb_typeof(ws.datatable->'datatables') = 'object'\n                 AND ws.datatable::text LIKE '%\"reference\"%'",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "da5057c86607327bafc2942c218025ca9181a0c396405984d87e422e129521c1"
+}
@@ -0,0 +1,20 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT value->'roles' FROM global_settings WHERE name = 'custom_instance_pg_databases'",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "?column?",
+        "type_info": "Jsonb"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      null
+    ]
+  },
+  "hash": "dc8dfc37559e9b6713bde48155f48b5a2c7b8199eace1508e102b60d1ff40c04"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "SELECT id, workspace_id, flow_path, title, created_at, updated_at, created_by\n         FROM flow_conversation\n         WHERE id = $1 AND workspace_id = $2\n         FOR UPDATE",
+  "query": "SELECT id, workspace_id, flow_path, title, created_at, updated_at, created_by, is_test\n         FROM flow_conversation\n         WHERE id = $1 AND workspace_id = $2\n         FOR UPDATE",
  "describe": {
    "columns": [
      {
@@ -37,6 +37,11 @@
        "ordinal": 6,
        "name": "created_by",
        "type_info": "Varchar"
+      },
+      {
+        "ordinal": 7,
+        "name": "is_test",
+        "type_info": "Bool"
      }
    ],
    "parameters": {
@@ -52,8 +57,9 @@
      true,
      false,
      false,
+      false,
      false
    ]
  },
-  "hash": "6f32c1feed096ff706ae359ad6a3ca33b3f82ca38289dfa4a69aa95041027d57"
+  "hash": "dd84f9dfb238d18cb74f9e43228345427131bf8008eba6920021d6a449791534"
 }
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE postgres_trigger SET server_id = NULL, last_server_ping = NULL\n             WHERE workspace_id = $1\n               AND (postgres_resource_path = $2 OR postgres_resource_path LIKE $3)",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "e159b2ff15633f85e839ee4fe1ec2ecd11caf228ea8d0f52ad66def595644250"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT datatable FROM workspace_settings WHERE workspace_id = $1 FOR UPDATE",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "datatable",
+        "type_info": "Jsonb"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      true
+    ]
+  },
+  "hash": "e2061df65ffd4a72146c4ca316829265289c8d6f625ac272655c88e1ad0b1745"
+}
@@ -1,6 +1,6 @@
 {
  "db_name": "PostgreSQL",
-  "query": "\n        SELECT\n            workspace_id,\n            slack_team_id,\n            slack_name,\n            teams_team_id,\n            teams_team_name,\n            teams_team_guid,\n            mute_critical_alerts,\n            guest_access_enabled,\n            deploy_ui,\n            large_file_storage,\n            datatable\n        FROM\n            workspace_settings\n        WHERE\n            workspace_id = $1\n        ",
+  "query": "\n        SELECT\n            workspace_id,\n            slack_team_id,\n            slack_name,\n            teams_team_id,\n            teams_team_name,\n            teams_team_guid,\n            mute_critical_alerts,\n            guest_access_enabled,\n            add_admins_and_developers_to_forks,\n            deploy_ui,\n            large_file_storage,\n            datatable\n        FROM\n            workspace_settings\n        WHERE\n            workspace_id = $1\n        ",
  "describe": {
    "columns": [
      {
@@ -45,16 +45,21 @@
      },
      {
        "ordinal": 8,
+        "name": "add_admins_and_developers_to_forks",
+        "type_info": "Bool"
+      },
+      {
+        "ordinal": 9,
        "name": "deploy_ui",
        "type_info": "Jsonb"
      },
      {
-        "ordinal": 9,
+        "ordinal": 10,
        "name": "large_file_storage",
        "type_info": "Jsonb"
      },
      {
-        "ordinal": 10,
+        "ordinal": 11,
        "name": "datatable",
        "type_info": "Jsonb"
      }
@@ -73,10 +78,11 @@
      true,
      true,
      false,
+      false,
      true,
      true,
      true
    ]
  },
-  "hash": "ede15bff96152f209aff756830cbc76b5afa1af6ed324376989117b1054c3447"
+  "hash": "e6e31fdf705896c81f9a0f45d47c1b93db0406aaf278bccba07be00e9f937e2a"
 }
@@ -0,0 +1,17 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings\n               SET datatable = jsonb_set(\n                   jsonb_set(\n                       datatable #- ARRAY['datatables', $2, 'reference'],\n                       ARRAY['datatables', $2, 'database'], $3::jsonb),\n                   ARRAY['datatables', $2, 'forked_from'], $4::jsonb\n               )\n               WHERE workspace_id = $1",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Jsonb",
+        "Jsonb"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "ebaf3ed3097621da59dd201b5a4b9d1f440692f183c7c378f59e4b73f1c6e241"
+}
@@ -0,0 +1,15 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "INSERT INTO workspace_settings (workspace_id, slack_team_id, slack_name, slack_command_script, slack_email, customer_id, plan, webhook, ai_config, large_file_storage, git_sync, default_app, default_scripts, deploy_ui, mute_critical_alerts, color, operator_settings, teams_command_script, teams_team_id, teams_team_name, git_app_installations, git_credentials, ducklake, dbt_warehouses, slack_oauth_client_id, slack_oauth_client_secret, datatable, teams_team_guid, auto_invite, error_handler, success_handler, public_app_execution_limit_per_minute, error_handler_fallback_to_instance_alerts, guest_access_enabled, guest_jwt_public_key, guest_jwt_jwks_url, add_admins_and_developers_to_forks) SELECT $1, slack_team_id, slack_name, slack_command_script, slack_email, customer_id, plan, webhook, ai_config, large_file_storage, git_sync, default_app, default_scripts, deploy_ui, mute_critical_alerts, color, operator_settings, teams_command_script, teams_team_id, teams_team_name, git_app_installations, git_credentials, ducklake, dbt_warehouses, slack_oauth_client_id, slack_oauth_client_secret, datatable, teams_team_guid, auto_invite, error_handler, success_handler, public_app_execution_limit_per_minute, error_handler_fallback_to_instance_alerts, guest_access_enabled, guest_jwt_public_key, guest_jwt_jwks_url, add_admins_and_developers_to_forks FROM workspace_settings WHERE workspace_id = $2",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Varchar",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "eefa0588a6a927fd9b3f65e1df652fb2b4cf7983049d2c490940df360c7e2b30"
+}
@@ -0,0 +1,22 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "SELECT workspace_id FROM workspace_settings WHERE datatable::text LIKE $1",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "workspace_id",
+        "type_info": "Varchar"
+      }
+    ],
+    "parameters": {
+      "Left": [
+        "Text"
+      ]
+    },
+    "nullable": [
+      false
+    ]
+  },
+  "hash": "f3ee09fb17955ca8d886f446d397063c4094546a7807343b570b823796372cef"
+}
@@ -0,0 +1,16 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE workspace_settings\n           SET datatable = CASE WHEN $3::jsonb = 'null'::jsonb\n               THEN datatable #- ARRAY['datatables', $2, 'permissions']\n               ELSE jsonb_set(datatable, ARRAY['datatables', $2, 'permissions'], $3::jsonb)\n           END\n           WHERE workspace_id = $1",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Text",
+        "Jsonb"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "f4adc9e26ebfebce18a29fb2c21bf06394cacb8a9699a608327b097e0ac1363e"
+}
@@ -0,0 +1,38 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "WITH all_audit AS (SELECT username, operation, timestamp FROM audit_partitioned UNION ALL SELECT username, operation, timestamp FROM audit),\n        active_users as (SELECT distinct username as email FROM all_audit WHERE timestamp > NOW() - INTERVAL '1 month' AND (operation = 'users.login' OR operation = 'oauth.login' OR operation = 'users.token.refresh')),\n        active_authors as (SELECT distinct t.email FROM usr t LEFT JOIN workspace_settings ws ON ws.workspace_id = t.workspace_id WHERE NOT (t.operator AND NOT (COALESCE((ws.operator_settings->>'builder_flows')::boolean, false) OR COALESCE((ws.operator_settings->>'builder_apps')::boolean, false))) AND t.email IN (SELECT email FROM active_users)),\n        active_authors_agg as (SELECT array_agg(email) as authors FROM active_authors),\n        active_ops_agg as (SELECT array_agg(email) as operators from active_users WHERE email NOT IN (SELECT email FROM active_authors))\n        SELECT active_authors_agg.authors, active_ops_agg.operators, array_length(active_authors_agg.authors, 1) as author_count, array_length(active_ops_agg.operators, 1) as operator_count FROM active_authors_agg, active_ops_agg",
+  "describe": {
+    "columns": [
+      {
+        "ordinal": 0,
+        "name": "authors",
+        "type_info": "VarcharArray"
+      },
+      {
+        "ordinal": 1,
+        "name": "operators",
+        "type_info": "VarcharArray"
+      },
+      {
+        "ordinal": 2,
+        "name": "author_count",
+        "type_info": "Int4"
+      },
+      {
+        "ordinal": 3,
+        "name": "operator_count",
+        "type_info": "Int4"
+      }
+    ],
+    "parameters": {
+      "Left": []
+    },
+    "nullable": [
+      null,
+      null,
+      null,
+      null
+    ]
+  },
+  "hash": "fa52d325e9fcfc1aa8324626b1980a110462c4ec35369bbb4cf968301c4c319b"
+}
@@ -0,0 +1,17 @@
+{
+  "db_name": "PostgreSQL",
+  "query": "UPDATE datatable_role SET name = $2, enabled = $3, pwd = $4 WHERE id = $1",
+  "describe": {
+    "columns": [],
+    "parameters": {
+      "Left": [
+        "Text",
+        "Varchar",
+        "Bool",
+        "Text"
+      ]
+    },
+    "nullable": []
+  },
+  "hash": "fcb34e643b888122766e115a01394ab31ac856252aaa76c75ea27a447009c363"
+}
@@ -1,6 +1,6 @@
 [package]
 name = "windmill"
-version = "1.813.0"
+version = "1.815.0"
 authors.workspace = true
 edition.workspace = true

@@ -88,7 +88,7 @@ members = [
 exclude = ["./windmill-duckdb-ffi-internal", "./parsers/windmill-parser-wasm"]

 [workspace.package]
-version = "1.813.0"
+version = "1.815.0"
 authors = ["Ruben Fiszel <ruben@windmill.dev>"]
 edition = "2021"

@@ -1 +1 @@
-d252afcc80e77fcc4f9a2a346b80908c8605a6c0
+ca942623a6547ec3ec4a553d64bb9176e847be99
@@ -0,0 +1,18 @@
+-- Refuse while the catalog holds anything. Each row is a live Postgres login with a password
+-- only this table carries, so dropping it would leave credentials on the cluster that Windmill can
+-- no longer disable, delete or even name — and re-applying could not recreate them, because the
+-- role names would already be taken. Cleaning them up here is not an option either: dropping a
+-- role means reassigning what it owns in *every* instance database, and a migration runs in one.
+--
+-- Delete the roles through instance settings first; that path does the cluster work.
+LOCK TABLE datatable_role IN ACCESS EXCLUSIVE MODE;
+
+DO $$
+BEGIN
+    IF EXISTS (SELECT 1 FROM datatable_role) THEN
+        RAISE EXCEPTION 'Cannot roll back: % data table role(s) still exist as Postgres logins. Delete them in instance settings first, which drops them from the cluster.',
+            (SELECT count(*) FROM datatable_role);
+    END IF;
+END $$;
+
+DROP TABLE IF EXISTS datatable_role;
@@ -0,0 +1,21 @@
+-- The instance's data table role catalog: one row per Postgres login Windmill created for data
+-- table access.
+--
+-- A table rather than a `global_settings` key, because the value is a set of live cluster
+-- credentials and that table has generic read, list, write and CLI round-trip paths that know
+-- nothing about what they are carrying. Every one of them is a way to leak the passwords or to
+-- overwrite the catalog with a copy that has none, and a row nothing generic touches has none of
+-- those. One row per role also makes two concurrent creates two inserts rather than a
+-- read-modify-write over one document.
+CREATE TABLE datatable_role (
+    id VARCHAR(50) PRIMARY KEY,
+    -- The Postgres role name, verbatim. Unique because it is the cluster's own key.
+    name VARCHAR(63) NOT NULL UNIQUE,
+    enabled BOOLEAN NOT NULL DEFAULT true,
+    -- Generated by Windmill, never entered by anyone, and never leaves the server.
+    pwd TEXT,
+    created_at TIMESTAMPTZ NOT NULL DEFAULT now()
+);
+
+GRANT ALL ON datatable_role TO windmill_user;
+GRANT ALL ON datatable_role TO windmill_admin;
@@ -0,0 +1,3 @@
+ALTER TABLE flow_conversation_message DROP COLUMN tool_arguments;
+ALTER TABLE flow_conversation_message DROP COLUMN tool_result;
+ALTER TABLE flow_conversation_message DROP COLUMN reasoning;
@@ -0,0 +1,12 @@
+-- A chat is rebuilt from its rows without reading jobs, so every tool row carries its call:
+-- the arguments the model wrote and the text the model got back, or what the call failed
+-- with. A script or flow tool's job holds the args its input transforms produced, not the
+-- model's; an MCP tool runs inside the agent's job, whose result lists every call of the
+-- turn with nothing tying one to a row. A provider-native web search carries only its
+-- citations, the provider never returning the query.
+ALTER TABLE flow_conversation_message ADD COLUMN tool_arguments TEXT;
+ALTER TABLE flow_conversation_message ADD COLUMN tool_result TEXT;
+
+-- The thinking behind this row. The agent job keeps the turn's thinking as one string;
+-- the rows keep it per iteration, next to the answer or tool call it led to.
+ALTER TABLE flow_conversation_message ADD COLUMN reasoning TEXT;
@@ -0,0 +1 @@
+ALTER TABLE flow_conversation DROP COLUMN is_test;
@@ -0,0 +1,26 @@
+-- A chat run from the flow editor's test panel is stored exactly like one from the
+-- deployed flow, so the two were indistinguishable once written. Marking them lets the
+-- lists tell a trial apart from a real conversation.
+ALTER TABLE flow_conversation ADD COLUMN is_test BOOLEAN NOT NULL DEFAULT false;
+
+-- Existing rows: a conversation whose messages came from a flowpreview run was a test.
+-- Derived once here because the job is purged on retention, after which the origin of an
+-- old conversation is unknowable.
+--
+-- Walked to the root job rather than matched directly: an existing message row never holds
+-- the flow job itself. The rows point at the step that produced them — the AI agent's job
+-- for an answer, the tool's own job for a tool call — whose kind is never 'flowpreview'.
+--
+-- `root_job` first, matching `get_root_job_id` (windmill-worker/src/common.rs): only it
+-- reaches the top of the run. `flow_innermost_root_job` stops at the closest flow scope by
+-- design, so an agent inside a subflow would land on that subflow's 'flow' row and the
+-- conversation would read as deployed.
+UPDATE flow_conversation c
+SET is_test = true
+WHERE EXISTS (
+    SELECT 1 FROM flow_conversation_message m
+    JOIN v2_job j ON j.id = m.job_id
+    JOIN v2_job root
+      ON root.id = coalesce(j.root_job, j.flow_innermost_root_job, j.parent_job, j.id)
+    WHERE m.conversation_id = c.id AND root.kind = 'flowpreview'
+);
@@ -0,0 +1 @@
+ALTER TABLE flow_conversation_message DROP COLUMN attachments;
@@ -0,0 +1,4 @@
+-- The files a user message carried, as object-storage references: `[{input, s3, storage?,
+-- filename?}]`. Only references, never file bytes and never a presigned URL, so a
+-- transcript can show a message's files without reading its run's args.
+ALTER TABLE flow_conversation_message ADD COLUMN attachments JSONB;
@@ -0,0 +1 @@
+ALTER TABLE workspace_settings DROP COLUMN add_admins_and_developers_to_forks;
@@ -0,0 +1 @@
+ALTER TABLE workspace_settings ADD COLUMN add_admins_and_developers_to_forks BOOLEAN NOT NULL DEFAULT false;
@@ -0,0 +1,2 @@
+DROP TRIGGER IF EXISTS operator_settings_change_trigger ON workspace_settings;
+DROP FUNCTION IF EXISTS notify_operator_settings_change();
@@ -0,0 +1,18 @@
+-- The write rights in `operator_settings` are authorization decisions read through a per-process
+-- cache. Without this, withdrawing one on a single API replica leaves every other replica
+-- authorizing writes until its own entry expires.
+CREATE OR REPLACE FUNCTION notify_operator_settings_change()
+RETURNS TRIGGER AS $$
+BEGIN
+    INSERT INTO notify_event (channel, payload)
+    VALUES ('notify_operator_settings_change', NEW.workspace_id);
+    RETURN NEW;
+END;
+$$ LANGUAGE plpgsql;
+
+DROP TRIGGER IF EXISTS operator_settings_change_trigger ON workspace_settings;
+CREATE TRIGGER operator_settings_change_trigger
+AFTER UPDATE OF operator_settings ON workspace_settings
+FOR EACH ROW
+WHEN (OLD.operator_settings IS DISTINCT FROM NEW.operator_settings)
+EXECUTE FUNCTION notify_operator_settings_change();
@@ -6191,7 +6191,7 @@ checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"

 [[package]]
 name = "windmill-common"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "aho-corasick",
 "anyhow",
@@ -6274,7 +6274,7 @@ dependencies = [

 [[package]]
 name = "windmill-macros"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "proc-macro2",
 "quote",
@@ -6286,7 +6286,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "convert_case",
 "serde",
@@ -6295,7 +6295,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-bash"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6307,7 +6307,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-csharp"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "serde_json",
@@ -6319,7 +6319,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-go"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "gosyn",
@@ -6331,7 +6331,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-graphql"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6343,7 +6343,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-java"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "serde_json",
@@ -6355,7 +6355,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-nu"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "nu-parser",
@@ -6366,7 +6366,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-php"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "itertools 0.14.0",
@@ -6377,7 +6377,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-py"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "itertools 0.14.0",
@@ -6389,7 +6389,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-py-asset"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "rustpython-ast",
@@ -6400,7 +6400,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-py-imports"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "async-recursion",
@@ -6422,7 +6422,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-r"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "serde_json",
@@ -6434,7 +6434,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-ruby"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6448,7 +6448,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-rust"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "convert_case",
@@ -6465,7 +6465,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-sql"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6478,7 +6478,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-sql-asset"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "serde",
@@ -6490,7 +6490,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-ts"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6508,7 +6508,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-ts-asset"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "serde-wasm-bindgen",
@@ -6524,7 +6524,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-wac"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "rustpython-ast",
@@ -6540,7 +6540,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-wasm"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "getrandom 0.2.17",
@@ -6572,7 +6572,7 @@ dependencies = [

 [[package]]
 name = "windmill-parser-yaml"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "lazy_static",
@@ -6586,7 +6586,7 @@ dependencies = [

 [[package]]
 name = "windmill-types"
-version = "1.813.0"
+version = "1.815.0"
 dependencies = [
 "anyhow",
 "bitflags",
@@ -12,7 +12,7 @@ resolver = "2"
 members = ["."]

 [workspace.package]
-version = "1.813.0"
+version = "1.815.0"
 edition = "2021"
 authors = ["Ruben Fiszel <ruben@windmill.dev>"]

@@ -730,7 +730,12 @@ pub fn parse_asset_syntax(
    s: &str,
    enable_default_syntax: bool,
 ) -> Option<(AssetKind, Cow<'_, str>)> {
-    if enable_default_syntax && s == "datatable" {
+    // `datatable` and `datatable?role=analyst` both name the default data table: the role picks
+    // which Postgres login the connection is made as, not which data table is read.
+    if enable_default_syntax
+        && s.strip_prefix("datatable")
+            .is_some_and(|rest| rest.is_empty() || rest.starts_with('?'))
+    {
        return Some((AssetKind::DataTable, Cow::Borrowed("main")));
    } else if enable_default_syntax && s == "ducklake" {
        return Some((AssetKind::Ducklake, Cow::Borrowed("main")));
@@ -741,6 +746,14 @@ pub fn parse_asset_syntax(
            if *kind == AssetKind::Dbt {
                return Some((*kind, Cow::Owned(canonicalize_table_asset_path(suffix))));
            }
+            // Same reasoning as above, for the explicit form. Specific to data tables: a
+            // `Resource`'s `?table=` is part of what it names, and stripping it would merge two
+            // different assets.
+            if *kind == AssetKind::DataTable {
+                if let Some((path, _role)) = suffix.split_once('?') {
+                    return Some((*kind, Cow::Borrowed(path)));
+                }
+            }
            // The suffix is kept verbatim. For S3 the path encodes the storage:
            // `s3://<storage>/<key>`, with an EMPTY storage segment for the
            // workspace default — so `s3:///key` yields `/key` (leading slash
@@ -1692,6 +1705,25 @@ fn parse_trigger_spec(s: &str) -> Option<TriggerSpec> {
 mod pipeline_annotation_tests {
    use super::*;

+    #[test]
+    fn a_datatable_role_is_not_part_of_the_asset_it_names() {
+        // The role picks which Postgres login the connection is made as, so two references that
+        // differ only by role are the same asset and must land on one graph node.
+        assert_eq!(
+            parse_asset_syntax("datatable://sales?role=analytics", false),
+            Some((AssetKind::DataTable, Cow::Borrowed("sales")))
+        );
+        assert_eq!(
+            parse_asset_syntax("datatable?role=analytics", true),
+            Some((AssetKind::DataTable, Cow::Borrowed("main")))
+        );
+        // A resource's `?table=` is part of what it names, so it is kept.
+        assert_eq!(
+            parse_asset_syntax("$res:f/db/pg?table=users", false),
+            Some((AssetKind::Resource, Cow::Borrowed("f/db/pg?table=users")))
+        );
+    }
+
    #[test]
    fn s3_path_keeps_storage_distinction() {
        // An S3 asset path is `<storage>/<key>` with an empty storage segment
@@ -46,25 +46,24 @@ use windmill_common::{
        CUSTOM_TAGS_SETTING, DEFAULT_TAGS_PER_WORKSPACE_SETTING, DEFAULT_TAGS_WORKSPACES_SETTING,
        DISABLE_PASSWORD_LOGIN_SETTING, EMAIL_DOMAIN_SETTING, ENV_SETTINGS,
        EXPOSE_DEBUG_METRICS_SETTING, EXPOSE_METRICS_SETTING, EXTRA_PIP_INDEX_URL_SETTING,
-        FORK_WORKSPACE_TAG_APPEND_FORK_SUFFIX_SETTING,
-        HTTP_ROUTE_DEFAULT_ALLOWED_ORIGINS_SETTING, HTTP_ROUTE_WORKSPACED_ROUTE_SETTING,
-        HUB_API_SECRET_SETTING, HUB_BASE_URL_SETTING, INDEXER_SETTING,
-        INSTANCE_EVENTS_WEBHOOK_SETTING, INSTANCE_PYTHON_VERSION_SETTING,
+        FORK_WORKSPACE_TAG_APPEND_FORK_SUFFIX_SETTING, HTTP_ROUTE_DEFAULT_ALLOWED_ORIGINS_SETTING,
+        HTTP_ROUTE_WORKSPACED_ROUTE_SETTING, HUB_API_SECRET_SETTING, HUB_BASE_URL_SETTING,
+        INDEXER_SETTING, INSTANCE_EVENTS_WEBHOOK_SETTING, INSTANCE_PYTHON_VERSION_SETTING,
        JOB_DEFAULT_TIMEOUT_SECS_SETTING, JOB_ISOLATION_SETTING, JWT_SECRET_SETTING,
        KEEP_JOB_DIR_SETTING, LICENSE_KEY_SETTING, MAVEN_REPOS_SETTING, MAVEN_SETTINGS_XML_SETTING,
-        MONITOR_LOGS_ON_OBJECT_STORE_SETTING, NO_DEFAULT_MAVEN_SETTING,
-        NPM_CONFIG_REGISTRY_SETTING, NSJAIL_TMPFS_SIZE_MB_SETTING, NSJAIL_TMP_BACKING_SETTING,
-        NUGET_CONFIG_SETTING, OAUTH_SETTING, OTEL_SETTING, OTEL_TRACES_RETENTION_SECS_SETTING,
-        OTEL_TRACING_PROXY_SETTING, PIP_INDEX_URL_SETTING, POWERSHELL_REPO_PAT_SETTING,
-        POWERSHELL_REPO_URL_SETTING, PREVIEW_TAGS_OVERRIDE_SETTING, REQUEST_SIZE_LIMIT_SETTING,
-        REQUIRE_PREEXISTING_USER_FOR_OAUTH_SETTING, RESTART_COORDINATION_SETTING,
-        RETENTION_PERIOD_SECS_OVERRIDES_SETTING, RETENTION_PERIOD_SECS_SETTING, RUBY_REPOS_SETTING,
-        SAML_METADATA_SETTING, SANDBOX_IMAGE_CACHE_MAX_MB_SETTING,
-        SANDBOX_IMAGE_DEFAULT_REGISTRY_SETTING, SANDBOX_IMAGE_MAX_SIZE_MB_SETTING,
-        SANDBOX_IMAGE_PULL_POLICY_SETTING, SANDBOX_REGISTRY_AUTH_SETTING, SCIM_TOKEN_SETTING,
-        SERVICE_LOG_RETENTION_SECS_SETTING, SMTP_SETTING, STORE_AUDIT_LOGS_S3_SETTING,
-        TEAMS_SETTING, TIMEOUT_WAIT_RESULT_SETTING, UV_EXCLUDE_NEWER_SETTING,
-        UV_INDEX_STRATEGY_SETTING, UV_PYTHON_INSTALL_MIRROR_SETTING,
+        MCP_DISABLE_TOKEN_QUERY_PARAM_SETTING, MONITOR_LOGS_ON_OBJECT_STORE_SETTING,
+        NO_DEFAULT_MAVEN_SETTING, NPM_CONFIG_REGISTRY_SETTING, NSJAIL_TMPFS_SIZE_MB_SETTING,
+        NSJAIL_TMP_BACKING_SETTING, NUGET_CONFIG_SETTING, OAUTH_SETTING, OTEL_SETTING,
+        OTEL_TRACES_RETENTION_SECS_SETTING, OTEL_TRACING_PROXY_SETTING, PIP_INDEX_URL_SETTING,
+        POWERSHELL_REPO_PAT_SETTING, POWERSHELL_REPO_URL_SETTING, PREVIEW_TAGS_OVERRIDE_SETTING,
+        REQUEST_SIZE_LIMIT_SETTING, REQUIRE_PREEXISTING_USER_FOR_OAUTH_SETTING,
+        RESTART_COORDINATION_SETTING, RETENTION_PERIOD_SECS_OVERRIDES_SETTING,
+        RETENTION_PERIOD_SECS_SETTING, RUBY_REPOS_SETTING, SAML_METADATA_SETTING,
+        SANDBOX_IMAGE_CACHE_MAX_MB_SETTING, SANDBOX_IMAGE_DEFAULT_REGISTRY_SETTING,
+        SANDBOX_IMAGE_MAX_SIZE_MB_SETTING, SANDBOX_IMAGE_PULL_POLICY_SETTING,
+        SANDBOX_REGISTRY_AUTH_SETTING, SCIM_TOKEN_SETTING, SERVICE_LOG_RETENTION_SECS_SETTING,
+        SMTP_SETTING, STORE_AUDIT_LOGS_S3_SETTING, TEAMS_SETTING, TIMEOUT_WAIT_RESULT_SETTING,
+        UV_EXCLUDE_NEWER_SETTING, UV_INDEX_STRATEGY_SETTING, UV_PYTHON_INSTALL_MIRROR_SETTING,
        WORKSPACE_FAIRNESS_DURATION_SECS_SETTING, WORKSPACE_FAIRNESS_ENABLED_SETTING,
        WORKSPACE_FAIRNESS_MAX_PERCENT_SETTING, WORKSPACE_FAIRNESS_MIN_TOTAL_SETTING,
        WORKSPACE_MAX_QUEUED_JOBS_SETTING, WORKSPACE_REGISTRIES_SETTING,
@@ -126,22 +125,22 @@ use windmill_worker::{

 use crate::monitor::{
    initial_load, load_concurrency_key_max_queued, load_disable_password_login,
-    load_fork_workspace_tag_append_fork_suffix, load_keep_job_dir, load_metrics_debug_enabled,
-    load_preview_tags_override, load_require_preexisting_user, load_retention_period_overrides,
-    load_tag_per_workspace_enabled, load_tag_per_workspace_workspaces,
-    load_workspace_fairness_duration_secs, load_workspace_fairness_enabled,
-    load_workspace_fairness_max_percent, load_workspace_fairness_min_total,
-    load_workspace_max_queued_jobs, monitor_db, reload_app_workspaced_route_setting,
-    reload_audit_log_retention_days_setting, reload_base_url_setting,
-    reload_bun_install_min_release_age_setting, reload_bunfig_install_scopes_setting,
-    reload_critical_alert_mute_ui_setting, reload_critical_alert_mute_zombie_job_restart_setting,
+    load_fork_workspace_tag_append_fork_suffix, load_keep_job_dir,
+    load_mcp_disable_token_query_param, load_metrics_debug_enabled, load_preview_tags_override,
+    load_require_preexisting_user, load_retention_period_overrides, load_tag_per_workspace_enabled,
+    load_tag_per_workspace_workspaces, load_workspace_fairness_duration_secs,
+    load_workspace_fairness_enabled, load_workspace_fairness_max_percent,
+    load_workspace_fairness_min_total, load_workspace_max_queued_jobs, monitor_db,
+    reload_app_workspaced_route_setting, reload_audit_log_retention_days_setting,
+    reload_base_url_setting, reload_bun_install_min_release_age_setting,
+    reload_bunfig_install_scopes_setting, reload_critical_alert_mute_ui_setting,
+    reload_critical_alert_mute_zombie_job_restart_setting,
    reload_critical_alerts_on_token_expiry_setting, reload_critical_error_channels_setting,
    reload_extra_pip_index_url_setting, reload_http_route_default_allowed_origins_setting,
-    reload_http_route_workspaced_route_setting,
-    reload_hub_api_secret_setting, reload_hub_base_url_setting,
-    reload_instance_events_webhook_setting, reload_job_default_timeout_setting,
-    reload_job_isolation_setting, reload_jwt_secret_setting, reload_license_key,
-    reload_npm_config_registry_setting, reload_nsjail_tmp_backing_setting,
+    reload_http_route_workspaced_route_setting, reload_hub_api_secret_setting,
+    reload_hub_base_url_setting, reload_instance_events_webhook_setting,
+    reload_job_default_timeout_setting, reload_job_isolation_setting, reload_jwt_secret_setting,
+    reload_license_key, reload_npm_config_registry_setting, reload_nsjail_tmp_backing_setting,
    reload_nsjail_tmpfs_size_setting, reload_otel_traces_retention_secs_setting,
    reload_otel_tracing_proxy_setting, reload_pip_index_url_setting,
    reload_retention_period_setting, reload_sandbox_image_cache_max_setting,
@@ -420,7 +419,6 @@ struct HubResourceTypeRaw {
    pub display_name: Option<Option<String>>,
 }

-
 /// Processed resource type with parsed schema
 #[derive(serde::Deserialize, serde::Serialize, Clone)]
 pub struct HubResourceType {
@@ -1833,6 +1831,13 @@ async fn process_notify_event(
            );
            windmill_common::variables::CUSTOM_ENVS_CACHE.remove(payload);
        }
+        "notify_operator_settings_change" => {
+            tracing::info!(
+                "Operator settings change detected, invalidating operator rights cache: {}",
+                payload
+            );
+            windmill_common::workspaces::invalidate_operator_rights_cache(payload);
+        }
        "notify_asset_producer_change" => {
            tracing::debug!(
                "Asset producer change for workspace {}, invalidating producer-writes cache",
@@ -2164,6 +2169,9 @@ async fn process_notify_event(
                DISABLE_PASSWORD_LOGIN_SETTING => {
                    load_disable_password_login(db).await;
                }
+                MCP_DISABLE_TOKEN_QUERY_PARAM_SETTING => {
+                    load_mcp_disable_token_query_param(db).await;
+                }
                EXPOSE_METRICS_SETTING => {
                    tracing::info!("Metrics setting changed, restarting");
                    spawn_graceful_killpill(tx, db, 30, "metrics setting change", server_mode)
@@ -45,7 +45,10 @@ use windmill_common::otel_oss::{
 use windmill_common::{
    agent_workers::DECODED_AGENT_TOKEN,
    apps::APP_WORKSPACED_ROUTE,
-    auth::{create_token_for_owner, ephemeral_script_token_label, job_token_expiry_secs},
+    auth::{
+        create_token_for_owner, ephemeral_script_token_label, job_token_expiry_secs,
+        TOKEN_EXPIRY_WARNING_DAYS,
+    },
    ee_oss::CriticalErrorChannel,
    email_oss::send_email_if_possible,
    error,
@@ -62,6 +65,7 @@ use windmill_common::{
        FORK_WORKSPACE_TAG_APPEND_FORK_SUFFIX_SETTING, HUB_API_SECRET_SETTING,
        HUB_BASE_URL_SETTING, INSTANCE_PYTHON_VERSION_SETTING, JOB_DEFAULT_TIMEOUT_SECS_SETTING,
        JOB_ISOLATION_SETTING, JWT_SECRET_SETTING, KEEP_JOB_DIR_SETTING, LICENSE_KEY_SETTING,
+        MCP_DISABLE_TOKEN_QUERY_PARAM, MCP_DISABLE_TOKEN_QUERY_PARAM_SETTING,
        MONITOR_LOGS_ON_OBJECT_STORE_SETTING, NPMRC_SETTING, NPM_CONFIG_REGISTRY_SETTING,
        NSJAIL_TMPFS_SIZE_MB_SETTING, NSJAIL_TMP_BACKING_SETTING, NUGET_CONFIG_SETTING,
        OTEL_SETTING, OTEL_TRACES_RETENTION_SECS_SETTING, OTEL_TRACING_PROXY_SETTING,
@@ -285,6 +289,15 @@ pub async fn initial_load(
    );

    if let Some(db) = conn.as_sql() {
+        // Outside the `server_mode` block below: a `MODE=mcp` process serves the MCP routes
+        // with `server_mode` false and would otherwise never read this at all. That mode
+        // joins no monitor loop, so there — as for every global setting, `base_url`
+        // included — this pass is the only read, and a change lands on restart.
+        pass.setting(
+            MCP_DISABLE_TOKEN_QUERY_PARAM_SETTING,
+            false,
+            |v| async move { apply_mcp_disable_token_query_param(v) },
+        );
        pass.setting(DEFAULT_TAGS_PER_WORKSPACE_SETTING, false, |v| async move {
            apply_tag_per_workspace_enabled(v)
        });
@@ -1614,6 +1627,23 @@ pub fn apply_disable_password_login(value: Option<serde_json::Value>) {
    };
 }

+pub async fn load_mcp_disable_token_query_param(db: &DB) {
+    match load_value_from_global_settings(db, MCP_DISABLE_TOKEN_QUERY_PARAM_SETTING).await {
+        Ok(v) => apply_mcp_disable_token_query_param(v),
+        Err(e) => tracing::error!("Error loading mcp_disable_token_query_param setting: {e:#}"),
+    };
+}
+
+pub fn apply_mcp_disable_token_query_param(value: Option<serde_json::Value>) {
+    match value {
+        Some(serde_json::Value::Bool(t)) => {
+            MCP_DISABLE_TOKEN_QUERY_PARAM.store(t, Ordering::Relaxed)
+        }
+        None => MCP_DISABLE_TOKEN_QUERY_PARAM.store(false, Ordering::Relaxed),
+        _ => (),
+    };
+}
+
 struct LogFile {
    file_path: String,
    hostname: String,
@@ -2198,7 +2228,7 @@ async fn cleanup_scheduled_job_deletions(db: &Pool<Postgres>) {
 }

 pub async fn check_expiring_tokens(db: &DB) {
-    // Find tokens expiring within 7 days that still have a pending notification row.
+    // Find tokens expiring within the warning window that still have a pending notification row.
    // The notification table stores token_hash (not plaintext) so the join works
    // even after the hash migration makes token.token nullable.
    let expiring_tokens_r = sqlx::query_as!(
@@ -2207,8 +2237,9 @@ pub async fn check_expiring_tokens(db: &DB) {
         USING token t
         WHERE n.token_hash = t.token_hash
           AND n.expiration > now()
-           AND n.expiration <= now() + interval '7 days'
+           AND n.expiration <= now() + make_interval(days => $1)
         RETURNING t.token_prefix, t.label, t.email, t.workspace_id",
+        TOKEN_EXPIRY_WARNING_DAYS,
    )
    .fetch_all(db)
    .await;
--- a/Show More
+++ b/Show More
				`@@ -0,0 +1 @@`
				`ALTER TABLE flow_conversation DROP COLUMN is_test;`
				`@@ -0,0 +1 @@`
				`ALTER TABLE flow_conversation_message DROP COLUMN attachments;`
				`@@ -0,0 +1 @@`
				`ALTER TABLE workspace_settings DROP COLUMN add_admins_and_developers_to_forks;`
				`@@ -0,0 +1 @@`
				`ALTER TABLE workspace_settings ADD COLUMN add_admins_and_developers_to_forks BOOLEAN NOT NULL DEFAULT false;`